{"id":"W3184034278","doi":"10.3390/curroncol28040248","title":"Advancing Academic Cancer Clinical Trials Recruitment in Canada","year":2021,"lang":"en","type":"review","venue":"Current Oncology","topic":"Health and Medical Research Impacts","field":"Medicine","cited_by":2,"is_retracted":false,"has_abstract":true,"ca_institutions":"Queen's University; McMaster University","funders":"Partenariat Canadien Contre Le Cancer","keywords":"Medicine; Baseline (sea); Clinical trial; Portfolio; Family medicine; Cancer; Incentive; Descriptive statistics; Internal medicine; Finance; Business; Political science","routes":{"ca_aff":true,"ca_fund":true,"ca_venue":true,"about_ca":true,"invisible_to_affiliation_only":false},"retraction":null,"screen":null,"direct_labels":[{"model":"gemma","categories":["metaresearch"],"domain":"methods","study_design":"not_applicable","genre":"review","about_ca_system":true,"about_ca_topic":true,"confidence":"low","status":"direct model label, unvalidated"},{"model":"gpt","categories":["metaresearch"],"domain":"methods","study_design":"systematic_review","genre":"review","about_ca_system":false,"about_ca_topic":true,"confidence":"low","status":"direct model label, unvalidated"}],"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":["metaresearch"],"consensus_categories":[],"category_scores_codex":[0.09143259,0.001003408,0.002827444,0.006209976,0.003961269,0.008005119,0.004633987,0.002518462,0.00948358],"category_scores_gemma":[0.1117647,0.001150713,0.001915674,0.01174091,0.002991278,0.002789827,0.00519827,0.005004616,0.001396601],"about_ca_system_candidate":true,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.09337949,"about_ca_system_score_gemma":0.5185552,"about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_topic_score_codex":0.8429069,"about_ca_topic_score_gemma":0.9201118,"domain_scores_codex":[0.9559667,0.01959131,0.003313513,0.001418453,0.01507382,0.004636192],"domain_scores_gemma":[0.8602837,0.03759587,0.008128899,0.003098078,0.07227427,0.01861913],"domain_codex":null,"domain_gemma":"methods","domain_candidate":"methods","domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"not_applicable","study_design_scores_codex":[0.0008164527,0.0001918664,0.004169498,0.05978835,0.000617607,0.000256618,0.001656131,0.000795186,0.0003322571,0.01891699,0.2293956,0.6830634],"study_design_scores_gemma":[0.001161764,0.0003020143,0.02102825,0.076806,0.0004665858,0.000200813,0.0008038441,0.0006011612,0.0002988609,0.003789183,0.8944392,0.0001022466],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"review","genre_gemma":"review","genre_scores_codex":[0.00229358,0.9046911,0.001748856,0.05556346,0.003956054,0.003396082,0.001125168,0.0001892804,0.02703631],"genre_scores_gemma":[0.04671399,0.8993956,0.01226802,0.02480132,0.001378297,0.004335059,0.00187629,0.0001141204,0.009117242],"genre_candidate":"review","genre_consensus":"review","teacher_disagreement_score":0.9085674,"threshold_uncertainty_score":0.6775188,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.9353175782410683,"score_gpt":0.7743081361009848,"score_spread":0.1610094421400835,"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."}}