{"id":"W7100042676","doi":"","title":"1 A Forum for Natural, Cultural and Social Studies A Forum for Natural, Cultural and Social Studies","year":2014,"lang":"en","type":"article","venue":"","topic":"Aquatic and Environmental Studies","field":"Earth and Planetary Sciences","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Arctic; Social studies; Climate change; The arctic; Global warming; Cultural studies","routes":{"ca_aff":false,"ca_fund":false,"ca_venue":false,"about_ca":true,"invisible_to_affiliation_only":true},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":["sts"],"consensus_categories":[],"category_scores_codex":[0.0002175812,0.0003464054,0.000580589,0.00003084293,0.002307053,0.0001032277,0.000118494,0.00008822266,0.00002197893],"category_scores_gemma":[0.0001289619,0.0002079376,0.0001494699,0.00005537205,0.0008730845,0.0004583997,0.0001021842,0.0001216545,0.00001011756],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00001899512,"about_ca_system_score_gemma":0.00000613404,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.000147228,"about_ca_topic_score_gemma":0.002466787,"domain_scores_codex":[0.9983758,0.00004186922,0.0002955846,0.000440382,0.0002172759,0.000629139],"domain_scores_gemma":[0.9992,0.0004907288,0.0001228029,0.0000562592,0.00007818254,0.00005200547],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"not_applicable","study_design_gemma":"qualitative","study_design_scores_codex":[0.000840361,0.00006837908,0.1147865,0.0009165613,0.002570136,0.000002349669,0.03438418,0.00001005507,0.0002236816,0.006159463,0.5756528,0.2643856],"study_design_scores_gemma":[0.005915932,0.001575885,0.1092776,0.00006406438,0.0005740079,0.00003264797,0.6100044,0.009154088,0.0001892389,0.01074392,0.250672,0.001796222],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9191397,0.05177956,0.0001745557,0.02559143,0.001065101,0.001408653,0.0002159282,0.0001147019,0.0005103228],"genre_scores_gemma":[0.9920119,0.001773624,0.002099156,0.001836429,0.0004132026,0.00004610931,0.0001153757,0.000008165939,0.001696011],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.5756202,"threshold_uncertainty_score":0.9989918,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.05579823076615897,"score_gpt":0.2955136212168449,"score_spread":0.2397153904506859,"validation_status":"score_only:v0-immature-baseline","note":"Baseline scores from an immature model (maturity gate not passed). Scores rank; they never assert a category."}}