{"id":"W6973957499","doi":"10.58079/oxfo","title":"Meilleurs vœux pour 2021","year":2021,"lang":"fr","type":"article","venue":"Industrias Culturais (Universidade de Coimbra)","topic":"Healthcare Systems and Practices","field":"Health Professions","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Process (computing); Work (physics); Production (economics); Identification (biology)","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":["metaepi_narrow","sts","research_integrity","insufficient_payload"],"consensus_categories":["research_integrity","insufficient_payload"],"category_scores_codex":[0.002379876,0.0006316761,0.0009747397,0.0002597439,0.001793112,0.0002148306,0.0006234869,0.003354406,0.04647418],"category_scores_gemma":[0.004372298,0.0006957533,0.0004157651,0.002012365,0.0002395118,0.001419442,0.0004383348,0.005246509,0.006391179],"about_ca_system_candidate":true,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001586756,"about_ca_system_score_gemma":0.007279299,"about_ca_topic_candidate":true,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0116173,"about_ca_topic_score_gemma":0.004197418,"domain_scores_codex":[0.986403,0.008792679,0.001002359,0.001061596,0.0007376653,0.002002631],"domain_scores_gemma":[0.9922701,0.003029841,0.0009209986,0.0009678864,0.001377256,0.001433982],"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":[0.00009881654,0.0002856217,0.002131236,0.0006020492,0.0004266484,0.003293586,0.01140951,0.00003955349,0.001520892,0.03776623,0.8777409,0.06468493],"study_design_scores_gemma":[0.002360181,0.0001056774,0.02653812,0.001609028,0.000244632,0.0004212307,0.1120224,0.0001327328,0.0003111166,0.0002526252,0.8553448,0.0006574348],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"commentary","genre_gemma":"other","genre_scores_codex":[0.04559971,0.01112051,0.0002419496,0.6483238,0.009034079,0.0009362917,0.0009189189,0.0001423209,0.2836824],"genre_scores_gemma":[0.1552942,0.002257285,0.00157821,0.004559758,0.005251718,0.0000285533,0.0002656153,0.0001145853,0.8306502],"genre_candidate":"other","genre_consensus":null,"teacher_disagreement_score":0.643764,"threshold_uncertainty_score":0.9995494,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.1192588535264736,"score_gpt":0.3816649035269592,"score_spread":0.2624060500004857,"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."}}