{"id":"W4411319114","doi":"10.47854/e1ekre55","title":"Santé Collective","year":2025,"lang":"fr","type":"article","venue":"Anthropen","topic":"Healthcare Systems and Practices","field":"Health Professions","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Business","routes":{"ca_aff":false,"ca_fund":false,"ca_venue":true,"about_ca":false,"invisible_to_affiliation_only":true},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":["sts","insufficient_payload"],"consensus_categories":["insufficient_payload"],"category_scores_codex":[0.00257136,0.0002082542,0.0004849822,0.0001367022,0.001689999,0.00005567001,0.0002766641,0.0006013477,0.01785167],"category_scores_gemma":[0.001552706,0.000195339,0.00008416124,0.0008536068,0.0002478438,0.000415078,0.0002528594,0.001198372,0.005881962],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0005611923,"about_ca_system_score_gemma":0.00447456,"about_ca_topic_candidate":true,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.02448359,"about_ca_topic_score_gemma":0.004485873,"domain_scores_codex":[0.9926034,0.005363588,0.0006949952,0.0004071005,0.0001829231,0.0007480606],"domain_scores_gemma":[0.9954577,0.00326027,0.000283454,0.0004703319,0.000343502,0.0001847578],"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":[0.00009398814,0.0001287332,0.009463022,0.001411567,0.000153852,0.00004055221,0.01069232,6.825072e-7,0.00001698372,0.05025242,0.7778994,0.1498464],"study_design_scores_gemma":[0.0006060634,0.0001106948,0.02207948,0.002388814,0.00006196131,0.000003853603,0.0189281,0.00005768016,0.00003413141,0.002606098,0.9529526,0.0001705747],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"other","genre_gemma":"other","genre_scores_codex":[0.004041824,0.03031151,0.0005259168,0.1928549,0.01568916,0.001611489,0.00008864194,0.00005556659,0.754821],"genre_scores_gemma":[0.2904498,0.003734312,0.0004033085,0.006895245,0.0009831821,0.0001039867,0.000006975971,0.00002540042,0.6973978],"genre_candidate":"other","genre_consensus":"other","teacher_disagreement_score":0.286408,"threshold_uncertainty_score":0.9996096,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.1259189613534613,"score_gpt":0.5655216886826289,"score_spread":0.4396027273291676,"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."}}