{"id":"W4282932963","doi":"10.1016/s2352-4642(22)00127-4","title":"Neonatal research outcomes: the ethical imperative to change attitudes","year":2022,"lang":"en","type":"article","venue":"The Lancet Child & Adolescent Health","topic":"Neonatal Respiratory Health Research","field":"Medicine","cited_by":5,"is_retracted":false,"has_abstract":false,"ca_institutions":"Sunnybrook Health Science Centre","funders":"","keywords":"MEDLINE; Engineering ethics; Psychology; Medicine; Environmental ethics; Political science; Engineering; Philosophy","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":"codex-gemma-dda1882f352a","candidate_categories":["sts","research_integrity"],"consensus_categories":[],"category_scores_codex":[0.01240833,0.0002499214,0.0006879161,0.0002303216,0.003337919,0.00005865456,0.001138362,0.00009495561,0.0003422034],"category_scores_gemma":[0.0008401442,0.0001372259,0.0001303125,0.001169158,0.0003678093,0.00005026921,0.001379964,0.01144723,0.0002976973],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001245511,"about_ca_system_score_gemma":0.001320674,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0007694602,"about_ca_topic_score_gemma":0.0005782443,"domain_scores_codex":[0.9908538,0.003248295,0.0005119302,0.000617358,0.003003502,0.001765057],"domain_scores_gemma":[0.996621,0.0007999393,0.00009929763,0.001461996,0.0002425696,0.0007751617],"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":[0.01175468,0.002009177,0.1321274,0.004436758,0.0003053187,0.0003669741,0.04783232,0.00005562474,0.0001331618,0.03887258,0.4009346,0.3611714],"study_design_scores_gemma":[0.001422508,0.00134376,0.3388902,0.0002344197,0.000005684436,0.0001043681,0.001300634,0.00004267243,0.0000205483,0.00009951072,0.6564094,0.0001262951],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"commentary","genre_gemma":"empirical","genre_scores_codex":[0.08836605,0.009034291,0.00002086733,0.8955358,0.0004707306,0.005597753,0.0001686305,0.0001194345,0.0006865028],"genre_scores_gemma":[0.6869093,0.001078066,0.00005610827,0.3084331,0.002498602,0.000719273,0.00002442722,0.00004972313,0.0002314079],"genre_candidate":"commentary","genre_consensus":null,"teacher_disagreement_score":0.5985433,"threshold_uncertainty_score":0.9979596,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.2551082926496484,"score_gpt":0.5033302386637176,"score_spread":0.2482219460140692,"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."}}