{"meta":{"query_hash":"1169c3eccaf2","filters":{"venue":"International Crisis and Risk Communication Association Reports"},"cohort_total":3,"direct_labels_cover":0,"predictions_cover":3,"exported":3,"export_cap":100000,"truncated":false,"label_status":"direct model label, unvalidated","prediction_status":"machine_predicted_unvalidated (Codex and Gemma teacher distillation)","score_status":"score_only:v0-immature-baseline","snapshot":{"source":"OpenAlex, pinned release, all 482 partitions","release":"2026-06-24","frame_built":"2026-07-12"},"permalink":"https://metacan.xera.ac/q/1169c3eccaf2","api":"https://metacan.xera.ac/api/v1/cohort?venue=International+Crisis+and+Risk+Communication+Association+Reports"},"results":[{"id":"W4412866115","doi":"10.69931/001c.142843","title":"Tackling Wicked Problems in Risk and Crisis Communication Through Design Thinking: Insights From the ICRCC Conferences 2024 and 2025","year":2025,"lang":"en","type":"article","venue":"International Crisis and Risk Communication Association Reports","topic":"Public Relations and Crisis Communication","field":"Social Sciences","cited_by":0,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":true,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"Université de Sherbrooke","funders":"Université de Sherbrooke; University of Montana; Universität St. Gallen; Arizona State University; University of Southern Mississippi; North Dakota State University","keywords":"Wicked problem; Risk communication; Crisis communication; Design thinking; Engineering ethics; Sociology; Political science; Epistemology; Public relations; Business; Risk analysis (engineering); Computer science; Engineering; Economics; Management; Philosophy; Human–computer interaction","score_opus":0.02288300576078218,"score_gpt":0.3151385100157043,"score_spread":0.29225550425492214,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W4412866115","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"metacan-v3-hybrid-931329e0061c","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.52153885,0.007008747,0.22430906,0.04657349,0.0012998275,0.0011847615,0.00017039356,0.00040715543,0.19750778],"genre_scores_gemma":[0.92544764,0.0027173439,0.054181714,0.0029731914,0.000120087294,0.000995186,0.00013739482,0.00031408595,0.0131133],"study_design_codex":"qualitative","study_design_gemma":"qualitative","domain_scores_codex":[0.94403607,0.04574906,0.0010806639,0.0013900395,0.0051200893,0.0026240645],"domain_scores_gemma":[0.9234129,0.06494793,0.0019423795,0.003204095,0.0036891042,0.002803596],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.051256567,0.0013018127,0.0006910639,0.0040348954,0.0093788635,0.01612489,0.0023606285,0.003846958,0.003490511],"category_scores_gemma":[0.034467924,0.0008901211,0.00097038964,0.0020781257,0.022872113,0.010366816,0.011524869,0.0070231855,0.000611234],"study_design_candidate":"qualitative","study_design_consensus":"qualitative","about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.0001249809,0.00025602407,0.0037342322,0.0011552093,0.000035504207,0.0010710709,0.7601238,0.0028949159,0.0021751858,0.15333015,0.005246442,0.06985257],"study_design_scores_gemma":[0.00008742563,0.00035351003,0.0024270427,0.001574716,0.000045487588,0.0011397696,0.68851525,0.0027743035,0.0032315112,0.08661754,0.21310176,0.00013173622],"about_ca_topic_score_codex":0.0019399344,"about_ca_topic_score_gemma":0.0030670275,"teacher_disagreement_score":0.051256567,"about_ca_system_score_codex":0.008577684,"about_ca_system_score_gemma":0.011559626,"threshold_uncertainty_score":0.27107388},"labels":[],"label_agreement":null},{"id":"W4412866120","doi":"10.69931/001c.142858","title":"When a Debate Becomes a Crisis: Challenges in Implementing an Intersectional Approach Within a Quebec Feminist Organization","year":2025,"lang":"en","type":"article","venue":"International Crisis and Risk Communication Association Reports","topic":"Social Sciences and Governance","field":"Social Sciences","cited_by":0,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":true,"ca_institutions":"Université de Sherbrooke","funders":"","keywords":"Intersectionality; Sociology; Gender studies; Political science","score_opus":0.02668426821429285,"score_gpt":0.3302980564592432,"score_spread":0.30361378824495033,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W4412866120","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"metacan-v3-hybrid-931329e0061c","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.67390656,0.0029643616,0.035757724,0.14601207,0.0004233268,0.0005173896,0.00014592947,0.00017781266,0.14009494],"genre_scores_gemma":[0.984073,0.0003784081,0.004889748,0.0021116359,0.000025417332,0.00013730525,0.000027926342,0.00004194288,0.008314589],"study_design_codex":"qualitative","study_design_gemma":"qualitative","domain_scores_codex":[0.959775,0.030455584,0.00033927668,0.0016969839,0.0030179005,0.0047153486],"domain_scores_gemma":[0.9628457,0.024632113,0.0017795723,0.0012494798,0.0048698056,0.004623424],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.037810374,0.00062509044,0.0006856697,0.0030009856,0.06691019,0.026758756,0.0051362817,0.0056520645,0.006859083],"category_scores_gemma":[0.022554254,0.00072963716,0.0004499352,0.0030939055,0.044677176,0.012604808,0.017385427,0.007096536,0.00046678467],"study_design_candidate":"qualitative","study_design_consensus":"qualitative","about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.00005943816,0.000055614993,0.004550068,0.00008718855,0.000014965802,0.00084561715,0.90237635,0.00059028383,0.0005468985,0.06360096,0.0045313416,0.0227412],"study_design_scores_gemma":[0.0000076074525,0.00002134145,0.0021478988,0.00016304712,0.000005918066,0.00010031372,0.9334392,0.00057454634,0.00021314937,0.006217594,0.057075292,0.000034044366],"about_ca_topic_score_codex":0.78209704,"about_ca_topic_score_gemma":0.8747125,"teacher_disagreement_score":0.21790296,"about_ca_system_score_codex":0.1073732,"about_ca_system_score_gemma":0.12754196,"threshold_uncertainty_score":0.7790507},"labels":[],"label_agreement":null},{"id":"W4413093648","doi":"10.69931/001c.142851","title":"Food Crises in Nigeria: Why the Crisis Communication Professionals Should Care","year":2025,"lang":"en","type":"article","venue":"International Crisis and Risk Communication Association Reports","topic":"Disaster Management and Resilience","field":"Social Sciences","cited_by":0,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"World Federation of Science Journalists","funders":"","keywords":"Crisis communication; Business; Political science; Development economics; Public relations; Economics","score_opus":0.021492217379889197,"score_gpt":0.35398665572344257,"score_spread":0.33249443834355336,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W4413093648","genre_codex":"commentary","genre_gemma":"commentary","domain_codex":null,"domain_gemma":null,"model_version":"metacan-v3-hybrid-931329e0061c","genre_candidate":"commentary","genre_consensus":"commentary","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.31827796,0.01910401,0.0007519767,0.61138314,0.0047241044,0.00013091226,0.000089136236,0.000066461966,0.045472257],"genre_scores_gemma":[0.9150825,0.017243506,0.00091457984,0.055478424,0.00069369556,0.000096236225,0.000042967116,0.000047177364,0.010400925],"study_design_codex":"qualitative","study_design_gemma":"not_applicable","domain_scores_codex":[0.9974974,0.0010820209,0.000108663146,0.0001532396,0.00025025354,0.0009083957],"domain_scores_gemma":[0.9918692,0.002543017,0.00084104005,0.00013009689,0.0011714909,0.0034451364],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0031473867,0.00026346027,0.00028591373,0.00051935215,0.008572937,0.0066581178,0.00069580914,0.0043228692,0.010644082],"category_scores_gemma":[0.011842128,0.00043277026,0.00019886906,0.00058758695,0.0031716542,0.006195614,0.0032812376,0.006279905,0.0013886675],"study_design_candidate":"not_applicable","study_design_consensus":null,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.0002140588,0.0005800859,0.060761683,0.0017433447,0.000026587952,0.009325661,0.5775145,0.00011322603,0.0013105352,0.016180819,0.18407917,0.14815037],"study_design_scores_gemma":[0.000023177123,0.000077656194,0.013964604,0.0020817549,0.00001619838,0.0018475365,0.8956708,0.00011939376,0.00015873922,0.004559283,0.08143736,0.00004356188],"about_ca_topic_score_codex":0.010244434,"about_ca_topic_score_gemma":0.019422458,"teacher_disagreement_score":0.010644082,"about_ca_system_score_codex":0.0028475826,"about_ca_system_score_gemma":0.013173457,"threshold_uncertainty_score":0.035607994},"labels":[],"label_agreement":null}]}