{"id":"W4408071007","doi":"10.1139/tcsme-2024-0233","title":"Note de reconnaissance","year":2025,"lang":"en","type":"article","venue":"Transactions of the Canadian Society for Mechanical Engineering","topic":"French Urban and Social Studies","field":"Social Sciences","cited_by":0,"is_retracted":false,"has_abstract":false,"ca_institutions":"","funders":"","keywords":"Computer science; Geology","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":[0.001371852,0.0005573499,0.0004710572,0.001493379,0.004602438,0.002228524,0.001702806,0.003595538,0.03630124],"category_scores_gemma":[0.00991822,0.0003172383,0.0008073032,0.001070404,0.001475533,0.001131976,0.001314827,0.004675772,0.005767335],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001914288,"about_ca_system_score_gemma":0.002616089,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.02820244,"about_ca_topic_score_gemma":0.04356607,"domain_scores_codex":[0.9965478,0.0005580832,0.0004197627,0.0007475041,0.001284562,0.0004424106],"domain_scores_gemma":[0.9939508,0.002557555,0.0003199556,0.001085451,0.001745892,0.0003403583],"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":[0.001119611,0.0003014671,0.009240435,0.0008816182,0.0001276732,0.007836075,0.004427805,0.0006877397,0.01206065,0.1397711,0.6460342,0.1775115],"study_design_scores_gemma":[0.00001198171,0.00007448994,0.006807549,0.00005517455,0.00001586587,0.001416786,0.0004584475,0.0001172319,0.0017977,0.001451952,0.9877722,0.00002073296],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"other","genre_gemma":"editorial","genre_scores_codex":[0.0933174,0.01780547,0.005278479,0.08604185,0.0439522,0.0003047639,0.004443908,0.0009427088,0.7479133],"genre_scores_gemma":[0.2479034,0.004355055,0.003114097,0.01154781,0.009467363,0.000145391,0.001672947,0.0001935129,0.7216004],"genre_candidate":"editorial","genre_consensus":null,"teacher_disagreement_score":0.03630124,"threshold_uncertainty_score":0.1214397,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01989252891918869,"score_gpt":0.2469652018059203,"score_spread":0.2270726728867316,"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."}}