{"id":"W4411644255","doi":"10.1016/j.ajoint.2025.100153","title":"Consistency of conflict of interest disclosures across two major ophthalmology conferences","year":2025,"lang":"en","type":"article","venue":"AJO International","topic":"Pharmaceutical industry and healthcare","field":"Pharmacology, Toxicology and Pharmaceutics","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"Grand River Hospital; St Mary's Hospital Centre; McMaster University","funders":"","keywords":"Consistency (knowledge bases); Conflict of interest; Optometry; Psychology; Ophthalmology; Political science; Medicine; Computer science; Law; 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","research_integrity"],"consensus_categories":[],"category_scores_codex":[0.01956042,0.0003627106,0.0004740375,0.006533023,0.0008901639,0.001872464,0.001429112,0.0007177435,0.002104568],"category_scores_gemma":[0.1098888,0.0003577034,0.0005571443,0.004598091,0.0006273244,0.001818943,0.002558846,0.001053868,0.0004155621],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001461433,"about_ca_system_score_gemma":0.001764735,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.002347305,"about_ca_topic_score_gemma":0.003137656,"domain_scores_codex":[0.9697968,0.01066202,0.007496986,0.003087952,0.00730391,0.001652285],"domain_scores_gemma":[0.7205857,0.05765031,0.1884578,0.006011107,0.02067874,0.00661632],"domain_codex":null,"domain_gemma":"reporting","domain_candidate":"reporting","domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.00009767254,0.00002971671,0.9873176,0.0001625089,0.00009196265,0.0001319841,0.0007183442,0.00007917643,0.0001633542,0.00008128308,0.0013831,0.009743317],"study_design_scores_gemma":[0.00001052144,0.0001240933,0.9913206,0.0002459961,0.00005015404,0.001141096,0.003084017,0.0004459551,0.0004051741,0.0001210451,0.003017999,0.00003353183],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9858139,0.003983426,0.001536536,0.001453717,0.0001770136,0.000202604,0.003060658,0.0000529301,0.003719266],"genre_scores_gemma":[0.9946352,0.0008542031,0.001706909,0.0002183876,0.0001734482,0.0001396819,0.001838506,0.0000124486,0.0004211114],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.9992822,"threshold_uncertainty_score":0.1034466,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.6208061198669124,"score_gpt":0.6244006072605878,"score_spread":0.003594487393675405,"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."}}