{"id":"W3157073566","doi":"10.7202/1076533ar","title":"Introduction","year":2021,"lang":"fr","type":"article","venue":"Enjeux et société Approches transdisciplinaires","topic":"Cultural Insights and Digital Impacts","field":"Computer Science","cited_by":1,"is_retracted":false,"has_abstract":true,"ca_institutions":"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"],"consensus_categories":[],"category_scores_codex":[0.0003521428,0.000515748,0.000510613,0.00006652187,0.0004493011,0.002342504,0.0005693375,0.0003402997,0.0007403254],"category_scores_gemma":[0.0002342877,0.0004644745,0.0004747869,0.0009149875,0.0004997498,0.00463608,0.0003841034,0.0005729867,0.0003918188],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001435089,"about_ca_system_score_gemma":0.0006665447,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00009029215,"about_ca_topic_score_gemma":0.000328072,"domain_scores_codex":[0.9966436,0.0002451187,0.0005559082,0.001146319,0.0005793782,0.0008296628],"domain_scores_gemma":[0.9978892,0.0001942149,0.0001473329,0.0008312861,0.0005371838,0.0004008095],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"theoretical_or_conceptual","study_design_gemma":"not_applicable","study_design_scores_codex":[0.00002676178,0.0007869991,0.000008121063,0.0004614639,0.0001733942,0.0002974255,0.09239257,0.0004278478,0.004287447,0.7534339,0.06187309,0.08583096],"study_design_scores_gemma":[0.001382335,0.0002989716,0.01048769,0.0004332645,0.0001761095,0.001189753,0.005918319,0.002203806,0.04789565,0.2839071,0.6446554,0.001451633],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":null,"genre_codex":"commentary","genre_gemma":"empirical","genre_scores_codex":[0.05853647,0.0688963,0.1212926,0.4942971,0.0121711,0.0005735607,0.00007782556,0.0006878535,0.2434672],"genre_scores_gemma":[0.6988189,0.002546069,0.02182664,0.003313182,0.006114614,0.00005620284,0.0001861967,0.00009805678,0.2670402],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.6402824,"threshold_uncertainty_score":0.9997807,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.1706899359279983,"score_gpt":0.3562412100850815,"score_spread":0.1855512741570832,"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."}}