{"id":"W7114917856","doi":"10.4000/15c96","title":"Préface","year":2025,"lang":"en","type":"article","venue":"Méthodos","topic":"","field":"","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"Canadian Nautical Research Society","funders":"","keywords":"","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":["insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.0003202592,0.00006483416,0.00008253652,0.00008114909,0.00004772006,0.00002216158,0.0001391685,0.00003444438,0.0003378086],"category_scores_gemma":[0.0002023757,0.00006272815,0.00003261292,0.000364031,0.00002778775,0.00004922675,0.0000570078,0.00007284306,0.01194812],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00004812347,"about_ca_system_score_gemma":0.00003958773,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00001598971,"about_ca_topic_score_gemma":0.000008460619,"domain_scores_codex":[0.9994217,0.00009791338,0.0000850249,0.0001449759,0.00008975167,0.000160704],"domain_scores_gemma":[0.999572,0.00008282925,0.00001835523,0.0002700549,0.00002809862,0.00002863518],"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":[0.00007364052,0.0001298959,0.01702897,0.00005128382,0.00007336876,0.00003380433,0.0003114685,0.0001003371,0.1179225,0.1158901,0.7275278,0.02085684],"study_design_scores_gemma":[0.0005498204,0.0000135511,0.02193211,0.00003881433,0.00002720786,0.000004025761,0.00006637395,0.0006106472,0.04299217,0.007702871,0.9259067,0.0001556954],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"other","genre_gemma":"empirical","genre_scores_codex":[0.2024941,0.0006175406,0.03080538,0.001663817,0.0006685132,0.0004958207,0.00003248496,0.00112815,0.7620942],"genre_scores_gemma":[0.8875909,0.000002557784,0.02109355,0.0008972294,0.00005910069,0.00003714745,0.000006281604,0.00004504001,0.09026814],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.6850969,"threshold_uncertainty_score":0.9888212,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.027889516557698,"score_gpt":0.3367966181677198,"score_spread":0.3089071016100218,"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."}}