{"id":"W4410705270","doi":"10.29173/cais1913","title":"AI in Canadian LIS Journals","year":2025,"lang":"fr","type":"article","venue":"Proceedings of the Annual Conference of CAIS / Actes du congrès annuel de l ACSI","topic":"Research Data Management Practices","field":"Computer Science","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Alberta","funders":"","keywords":"Library science; Computer science","routes":{"ca_aff":true,"ca_fund":false,"ca_venue":true,"about_ca":true,"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":[0.005090485,0.0008942828,0.0006690545,0.05031276,0.02314676,0.01894541,0.00230527,0.001963266,0.05398991],"category_scores_gemma":[0.02696664,0.0004484332,0.0005493184,0.09219304,0.007246819,0.003836379,0.004701522,0.001884097,0.01047546],"about_ca_system_candidate":true,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.1250501,"about_ca_system_score_gemma":0.2210639,"about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_topic_score_codex":0.9101112,"about_ca_topic_score_gemma":0.93829,"domain_scores_codex":[0.9909417,0.0006564293,0.0005854419,0.0007001045,0.005728344,0.001387973],"domain_scores_gemma":[0.9480632,0.006867114,0.002819979,0.0009333027,0.03392548,0.007390899],"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":[0.0001612534,0.00004663431,0.008218938,0.003693675,0.00003828209,0.001799373,0.06501834,0.000210587,0.001983628,0.06680805,0.6550991,0.1969222],"study_design_scores_gemma":[0.00000326471,0.000006180295,0.008095636,0.000400289,0.0000100218,0.0001312847,0.009944008,0.00004336779,0.0001598673,0.000620194,0.9805572,0.00002877303],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"other","genre_gemma":"empirical","genre_scores_codex":[0.06208738,0.0848262,0.001474172,0.1118656,0.009240389,0.0004236758,0.02396783,0.00106503,0.7050498],"genre_scores_gemma":[0.3491316,0.0988744,0.005720444,0.02191094,0.004632963,0.000452322,0.01667222,0.0008733781,0.5017318],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.8749499,"threshold_uncertainty_score":0.9073064,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.06842403865118032,"score_gpt":0.3415699557943078,"score_spread":0.2731459171431275,"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."}}