{"id":"W4409447478","doi":"10.7202/1117226ar","title":"Liminaire","year":2024,"lang":"fr","type":"article","venue":"Les ateliers de l éthique","topic":"French Urban and Social Studies","field":"Social Sciences","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Computer science","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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.002569292,0.0006830475,0.0006521946,0.005103911,0.002057985,0.005609382,0.0007630378,0.001441162,0.1887549],"category_scores_gemma":[0.01057772,0.0003035239,0.0003963037,0.004802705,0.001008323,0.001949356,0.001855352,0.001520441,0.06831275],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.002994993,"about_ca_system_score_gemma":0.003562162,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.01005064,"about_ca_topic_score_gemma":0.01534391,"domain_scores_codex":[0.9967002,0.0006101389,0.0002335733,0.000721558,0.001473654,0.0002608224],"domain_scores_gemma":[0.99338,0.002160193,0.0007557847,0.0008455976,0.002385407,0.0004730227],"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":[0.0009019268,0.0001033794,0.00799971,0.00141209,0.00009414063,0.001713245,0.003127002,0.0002233942,0.005013207,0.09518233,0.5904839,0.2937456],"study_design_scores_gemma":[0.0000127537,0.00001129843,0.002886789,0.0001570547,0.000005371759,0.0003049103,0.0002705233,0.00004355656,0.0004428817,0.001136211,0.9947196,0.00000893475],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"other","genre_gemma":"other","genre_scores_codex":[0.02761746,0.01860449,0.003654073,0.01845371,0.004828678,0.0003107613,0.0332808,0.001922224,0.8913279],"genre_scores_gemma":[0.08265179,0.008313945,0.006145919,0.003995855,0.002259522,0.0005789949,0.01717622,0.001349352,0.8775283],"genre_candidate":"other","genre_consensus":"other","teacher_disagreement_score":0.1887549,"threshold_uncertainty_score":0,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.03778477958632791,"score_gpt":0.2820023331398513,"score_spread":0.2442175535535234,"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."}}