{"id":"W3085710885","doi":"10.1080/15265161.2020.1809550","title":"We Are People, Not Clusters!","year":2020,"lang":"en","type":"article","venue":"The American Journal of Bioethics","topic":"HIV, Drug Use, Sexual Risk","field":"Medicine","cited_by":44,"is_retracted":false,"has_abstract":true,"ca_institutions":"Concordia University; Carleton University","funders":"","keywords":"Psychology","routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"about_ca":false,"invisible_to_affiliation_only":false},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.01223333,0.0009713438,0.001447225,0.002043553,0.01743276,0.01792006,0.002438942,0.006501503,0.02832755],"category_scores_gemma":[0.02921112,0.001042067,0.0008433319,0.003068508,0.0414664,0.04541796,0.02275293,0.01616581,0.01395318],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.004303321,"about_ca_system_score_gemma":0.01422894,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.01472331,"about_ca_topic_score_gemma":0.01892173,"domain_scores_codex":[0.9847036,0.008190084,0.0004644202,0.001853226,0.003033857,0.001754907],"domain_scores_gemma":[0.9770066,0.004783289,0.001697368,0.003817913,0.004101159,0.008593591],"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":[0.00008545576,0.00006684798,0.006367635,0.0004987769,0.0000983767,0.0003460592,0.05381964,0.0001555184,0.0004948034,0.3444299,0.53298,0.06065696],"study_design_scores_gemma":[0.00001448002,0.00004929336,0.001183797,0.0004433055,0.00002755026,0.0002323455,0.03477599,0.00007085812,0.0001291612,0.1049822,0.8580527,0.00003823282],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"commentary","genre_gemma":"commentary","genre_scores_codex":[0.01199769,0.01232995,0.0171263,0.8132113,0.02041598,0.0001312158,0.0003342209,0.0006520426,0.1238014],"genre_scores_gemma":[0.3579293,0.02022181,0.01917269,0.4195383,0.01054376,0.000752755,0.0006787902,0.0016899,0.1694728],"genre_candidate":"commentary","genre_consensus":"commentary","teacher_disagreement_score":0.02832755,"threshold_uncertainty_score":0.09476513,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.1209490784510591,"score_gpt":0.3831524354918403,"score_spread":0.2622033570407812,"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."}}