{"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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.004333349,0.001328076,0.0008887673,0.003874489,0.00355641,0.004767395,0.001449742,0.001510533,0.5052462],"category_scores_gemma":[0.02810011,0.0003288312,0.0008914856,0.002165593,0.0009925507,0.003261406,0.002751475,0.003949295,0.2764332],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.002461295,"about_ca_system_score_gemma":0.003282972,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.004726891,"about_ca_topic_score_gemma":0.005231111,"domain_scores_codex":[0.9981311,0.0005579618,0.0001163895,0.0002791186,0.0007800442,0.0001353917],"domain_scores_gemma":[0.9883072,0.002960232,0.0003664144,0.00125921,0.006182536,0.0009245515],"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":[0.00003424134,0.00001970522,0.0000460421,0.0001486168,0.000002018432,0.00002386731,0.00009485358,0.00002401295,0.00008270855,0.005166833,0.9638023,0.03055474],"study_design_scores_gemma":[0.000008143418,0.00001449649,0.0002434437,0.0002388475,0.000003107183,0.00003023438,0.0001781733,0.00002923251,0.0001084491,0.003660153,0.9954797,0.0000060364],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"other","genre_gemma":"other","genre_scores_codex":[0.001066782,0.007695598,0.01332652,0.03632075,0.3249491,0.001424634,0.01142501,0.001798066,0.6019935],"genre_scores_gemma":[0.005822393,0.004020396,0.005514463,0.008481603,0.04606576,0.001329159,0.007682557,0.001736301,0.9193473],"genre_candidate":"other","genre_consensus":"other","teacher_disagreement_score":0.5052462,"threshold_uncertainty_score":0,"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."}}