{"id":"W2437456279","doi":"10.1016/j.socscimed.2016.06.017","title":"Heuristic decision-making about research participation in children with cystic fibrosis","year":2016,"lang":"en","type":"article","venue":"Social Science & Medicine","topic":"Ethics in Clinical Research","field":"Medicine","cited_by":22,"is_retracted":false,"has_abstract":false,"ca_institutions":"Hospital for Sick Children; University of Guelph","funders":"Canadian Institutes of Health Research","keywords":"Context (archaeology); Relevance (law); Psychology; Empirical research; Informed consent; Rationality; Perception; Patient participation; Medicine; Social psychology; Applied psychology; MEDLINE; Alternative medicine; Pathology","routes":{"ca_aff":true,"ca_fund":true,"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":["metaresearch","sts"],"consensus_categories":[],"category_scores_codex":[0.01882882,0.0001306065,0.0003604496,0.0005626458,0.0005697055,0.00003441697,0.0005319854,0.0001921135,0.00036839],"category_scores_gemma":[0.103126,0.00006969796,0.00003472271,0.003110556,0.006927818,0.0001915498,0.0001718777,0.001141762,0.00007389088],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0005914372,"about_ca_system_score_gemma":0.001209422,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0002070029,"about_ca_topic_score_gemma":0.0002203048,"domain_scores_codex":[0.9928503,0.0002233786,0.0005279004,0.0006787223,0.004749238,0.0009704283],"domain_scores_gemma":[0.9858007,0.01206336,0.0000948179,0.0004372295,0.001233833,0.0003700086],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0005833773,0.0001777538,0.8392948,0.00003875668,0.00001311207,0.00003699469,0.003055967,0.000001159645,0.006098239,0.0126334,0.0003751121,0.1376913],"study_design_scores_gemma":[0.001750731,0.0009049123,0.94756,0.003013258,0.00002214661,0.00001059688,0.0002589603,0.00004002729,0.0001462144,0.04611914,0.00007190362,0.0001020884],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9835535,0.000122598,0.00154217,0.00829574,0.0001124642,0.0005718467,0.000003055922,0.00003717145,0.005761477],"genre_scores_gemma":[0.9982644,0.00009537043,0.0003620501,0.000320467,0.0006371257,0.00005086313,0.000001315243,0.00001809256,0.0002503105],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.1375892,"threshold_uncertainty_score":0.9957747,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.2773886437336637,"score_gpt":0.6091988962951566,"score_spread":0.3318102525614929,"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."}}