{"id":"W6958502287","doi":"10.6084/m9.figshare.28516987","title":"Additional file 1 of Policies on artificial intelligence chatbots among academic publishers: a cross-sectional audit","year":2025,"lang":"en","type":"article","venue":"Figshare","topic":"Child Development and Education","field":"Social Sciences","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"Ottawa Hospital; McMaster University","funders":"","keywords":"Audit; Chatbot; Expert system; Applications of artificial intelligence","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":["metaresearch","insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.008622902,0.0006753004,0.0008553209,0.008864306,0.001736156,0.002581075,0.001524018,0.001119816,0.7717872],"category_scores_gemma":[0.09668362,0.0006993475,0.0003287632,0.01248374,0.0006881849,0.003510949,0.00160953,0.001306856,0.2360686],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.003039927,"about_ca_system_score_gemma":0.005618518,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.01195212,"about_ca_topic_score_gemma":0.01353201,"domain_scores_codex":[0.995294,0.001437506,0.001153615,0.0005188479,0.001182949,0.0004130541],"domain_scores_gemma":[0.8175304,0.125706,0.01250005,0.0097472,0.02973701,0.004779327],"domain_codex":null,"domain_gemma":"evaluation","domain_candidate":"evaluation","domain_consensus":null,"study_design_codex":"not_applicable","study_design_gemma":"observational","study_design_scores_codex":[0.0002044527,0.0001179406,0.002731408,0.001189654,0.000007437719,0.00002841367,0.0004425624,0.00005640983,0.00004050613,0.0008139289,0.9825553,0.01181201],"study_design_scores_gemma":[0.0006827544,0.0002598618,0.05969077,0.003694073,0.00004354882,0.0002468821,0.003365064,0.0004956091,0.0005653441,0.003243281,0.9275889,0.000123751],"study_design_candidate":"observational","study_design_consensus":null,"genre_codex":"dataset","genre_gemma":"empirical","genre_scores_codex":[0.001539707,0.0000431576,0.0005612924,0.0003999135,0.00009450194,0.0008399003,0.988847,0.0007538087,0.006920666],"genre_scores_gemma":[0.03385578,0.0003999804,0.007799467,0.001527265,0.0003118966,0.02017111,0.8606327,0.002410227,0.07289157],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.9913771,"threshold_uncertainty_score":0.3255179,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.09003298377652984,"score_gpt":0.3682933022651237,"score_spread":0.2782603184885939,"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."}}