{"id":"W3188048876","doi":"10.1145/3343413","title":"Proceedings of the 2020 Conference on Human Information Interaction and Retrieval","year":2020,"lang":"en","type":"paratext","venue":"","topic":"Geographic Information Systems Studies","field":"Social Sciences","cited_by":52,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Presentation (obstetrics); Conversation; Library science; Computer science; Media studies; World Wide Web; Sociology; Medicine","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":[],"consensus_categories":[],"category_scores_codex":[0.0003204569,0.0001232911,0.000216566,0.00009197329,0.0005188173,0.0001836819,0.0002107715,0.0001737682,0.0005049497],"category_scores_gemma":[0.0001465681,0.00008558921,0.00006089683,0.0003831452,0.000244229,0.0007104732,0.0001001721,0.00026227,0.0004565258],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00004901594,"about_ca_system_score_gemma":0.0000751187,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0006754164,"about_ca_topic_score_gemma":0.0001139895,"domain_scores_codex":[0.9988126,0.00002215338,0.0004274424,0.00009224153,0.0005249018,0.000120621],"domain_scores_gemma":[0.9986194,0.00003437195,0.0006602884,0.00005462798,0.0005900862,0.00004122414],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"not_applicable","study_design_gemma":"not_applicable","study_design_scores_codex":[0.00003493538,0.000008022905,0.0003540794,0.0004039846,0.00006485741,2.047531e-8,0.08227519,0.000001053971,0.00004767422,0.1720502,0.744413,0.0003470504],"study_design_scores_gemma":[0.0001934836,0.00009300053,0.001454561,0.0003267917,0.00002167442,7.099581e-7,0.08745093,0.00001576479,0.0001861808,0.0003069202,0.9097646,0.0001853892],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"other","genre_gemma":"empirical","genre_scores_codex":[0.00819627,0.00001300244,0.000004902697,0.002906288,0.000964787,0.0005444172,0.00002030617,0.00002359225,0.9873264],"genre_scores_gemma":[0.9605411,0.0002785687,0.00001030875,0.0003649228,0.0002402543,0.00001260001,0.00001912225,0.000004139842,0.03852902],"genre_candidate":"other","genre_consensus":null,"teacher_disagreement_score":0.9523448,"threshold_uncertainty_score":0.5867867,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.04900999752852239,"score_gpt":0.3293766990995312,"score_spread":0.2803667015710088,"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."}}