{"id":"W2800673833","doi":"10.2196/medinform.8724","title":"Data Access and Usage Practices Across a Cohort of Researchers at a Large Tertiary Pediatric Hospital: Qualitative Survey Study","year":2018,"lang":"en","type":"article","venue":"JMIR Medical Informatics","topic":"Ethics in Clinical Research","field":"Medicine","cited_by":8,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of British Columbia; BC Children's Hospital","funders":"BC Children's Hospital","keywords":"Data quality; Data collection; Data governance; Data access; Data sharing; Health informatics; Usability; Qualitative property; Health care; Data science; Computer science; Knowledge management; Medicine; Nursing; Business; Political science; Public health; Database","routes":{"ca_aff":true,"ca_fund":true,"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":["metaresearch","research_integrity"],"consensus_categories":["metaresearch"],"category_scores_codex":[0.06317671,0.0002048963,0.0006286709,0.0001589247,0.0002330255,0.0001231119,0.001702466,0.0005386603,0.0004300028],"category_scores_gemma":[0.2102703,0.0001502009,0.00004750545,0.0008380354,0.001778079,0.001114513,0.006622374,0.002544237,0.00008821691],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00009211431,"about_ca_system_score_gemma":0.001237006,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0004573208,"about_ca_topic_score_gemma":0.00339403,"domain_scores_codex":[0.9904939,0.001254839,0.001709109,0.000413412,0.005351162,0.0007776088],"domain_scores_gemma":[0.9585192,0.0353805,0.001134798,0.002004134,0.001805479,0.001155902],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0004392978,0.001506828,0.9176296,0.001200338,0.0002155226,0.00003959199,0.07009737,1.042672e-8,7.64053e-7,0.00003603772,0.008176861,0.0006577971],"study_design_scores_gemma":[0.003305939,0.002467306,0.948494,0.0002119979,0.00008656435,0.00001160049,0.04174485,0.002051403,0.0000116939,0.0002278477,0.00119224,0.0001946011],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9942737,0.00008961497,0.0001343367,0.001650406,0.0001241128,0.001918402,0.0005140296,0.00004154682,0.001253827],"genre_scores_gemma":[0.9962801,0.001049278,0.000748314,0.0008140022,0.0002669141,0.000080851,0.0002536718,0.00002770952,0.0004791573],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.1470936,"threshold_uncertainty_score":0.9997569,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.6743782447019563,"score_gpt":0.708224658644603,"score_spread":0.03384641394264676,"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."}}