{"id":"W4367016685","doi":"10.7202/1098696ar","title":"Introduction","year":2023,"lang":"fr","type":"article","venue":"Enjeux et société Approches transdisciplinaires","topic":"Interdisciplinary Research and Collaboration","field":"Decision Sciences","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"Université de Montréal; Université du Québec à Trois-Rivières","funders":"","keywords":"Computer science","routes":{"ca_aff":true,"ca_fund":false,"ca_venue":true,"about_ca":false,"invisible_to_affiliation_only":false},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":["metaepi_narrow","scholarly_communication","insufficient_payload"],"consensus_categories":["insufficient_payload"],"category_scores_codex":[0.006117425,0.000597947,0.0007112552,0.0008116805,0.001278558,0.001145397,0.001429352,0.000538806,0.00454219],"category_scores_gemma":[0.001317045,0.00054656,0.0005872471,0.005972724,0.001230655,0.00208814,0.0005960788,0.0009703393,0.0130238],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0002843332,"about_ca_system_score_gemma":0.00102787,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00003126449,"about_ca_topic_score_gemma":0.000715143,"domain_scores_codex":[0.9918332,0.001108443,0.001232293,0.001633656,0.002709537,0.00148287],"domain_scores_gemma":[0.9957012,0.001411888,0.0002711309,0.001151618,0.000985042,0.0004791247],"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":[0.0005349774,0.0004694576,0.000119258,0.0003593418,0.0001895406,0.00009845922,0.0892074,0.002599444,0.00269318,0.1035925,0.5923284,0.2078081],"study_design_scores_gemma":[0.001699849,0.0009638713,0.02296674,0.0002757566,0.0001259554,0.0000589025,0.09825546,0.01452753,0.004239949,0.3984092,0.4572657,0.001211024],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"commentary","genre_gemma":"empirical","genre_scores_codex":[0.2914951,0.006131453,0.01108381,0.6337191,0.01197516,0.001433998,0.0003191725,0.0008786737,0.04296356],"genre_scores_gemma":[0.6647505,0.00102667,0.001201538,0.0003051478,0.007086704,0.0003265081,0.0003005369,0.000119418,0.324883],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.6334139,"threshold_uncertainty_score":0.9998915,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.09193849630928239,"score_gpt":0.4414901717447894,"score_spread":0.349551675435507,"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."}}