{"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":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0007638934,0.0001703698,0.000659089,0.00008410333,0.00009351264,0.0000265144,0.0004142532,0.00005859233,0.00005007621],"category_scores_gemma":[0.0009439258,0.0001037541,0.0001963877,0.0006498299,0.0008974502,0.00006958062,0.00009463904,0.00157081,0.0001131887],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00005277112,"about_ca_system_score_gemma":0.0002903361,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00006293352,"about_ca_topic_score_gemma":0.00003189172,"domain_scores_codex":[0.9980869,0.0002614449,0.0005102343,0.0001448602,0.0007350354,0.000261505],"domain_scores_gemma":[0.9973991,0.0005278847,0.001039524,0.0003081308,0.0003195149,0.0004058828],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"qualitative","study_design_gemma":"qualitative","study_design_scores_codex":[0.01519835,0.0007195514,0.03751511,0.0006601054,0.001867657,0.001706584,0.534896,0.0007484134,0.02618565,0.001002501,0.06350627,0.3159938],"study_design_scores_gemma":[0.00479052,0.01482085,0.03518033,0.000959452,0.001513563,0.003187319,0.8848588,0.002654822,0.009138758,0.0004257561,0.04167062,0.0007991553],"study_design_candidate":"qualitative","study_design_consensus":"qualitative","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.5713049,0.000267429,0.0009672054,0.4266872,0.0001537019,0.0001058086,0.00001001926,0.00002680585,0.0004769458],"genre_scores_gemma":[0.9664497,0.001155364,0.001545621,0.02979146,0.0008804402,7.781976e-7,9.117149e-7,0.00003627817,0.0001394735],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.3968957,"threshold_uncertainty_score":0.6824474,"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."}}