{"id":"W3097439600","doi":"10.4324/9781315103754-11","title":"Missed opportunity","year":2019,"lang":"en","type":"book-chapter","venue":"","topic":"Science, Research, and Medicine","field":"Medicine","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Computer science","routes":{"ca_aff":false,"ca_fund":false,"ca_venue":false,"about_ca":true,"invisible_to_affiliation_only":true},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":["insufficient_payload"],"consensus_categories":["insufficient_payload"],"category_scores_codex":[0.001187787,0.001169067,0.0007985732,0.00177187,0.004188182,0.009662311,0.001846404,0.003669403,0.4054852],"category_scores_gemma":[0.006290379,0.0004830072,0.0009395673,0.0009151851,0.001744331,0.008717876,0.009096608,0.005677884,0.2114383],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.003105837,"about_ca_system_score_gemma":0.002167081,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00116084,"about_ca_topic_score_gemma":0.003341338,"domain_scores_codex":[0.9984317,0.0003273306,0.00005372211,0.0002425857,0.0006298263,0.0003147503],"domain_scores_gemma":[0.997458,0.000441518,0.0001022501,0.0002957442,0.0005901795,0.001112303],"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":[0.00002613162,0.00002812876,0.00008038304,0.000106111,0.000003040283,0.0002005902,0.0004813668,0.00003646365,0.000170569,0.05264308,0.8855335,0.06069073],"study_design_scores_gemma":[0.000001095023,0.000003253883,0.0000217908,0.00003882916,5.580168e-7,0.0001040315,0.000115818,0.000005792469,0.0000149762,0.001838543,0.9978533,0.000001851143],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"other","genre_gemma":"other","genre_scores_codex":[0.0007301322,0.01150295,0.002289482,0.03204169,0.04211197,0.00009141189,0.0003597854,0.0004752094,0.9103974],"genre_scores_gemma":[0.003488101,0.002416684,0.0005686804,0.00657819,0.004393456,0.0000388372,0.0001175664,0.0001658705,0.9822325],"genre_candidate":"other","genre_consensus":"other","teacher_disagreement_score":0.5945148,"threshold_uncertainty_score":0.8480032,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.1638843131210695,"score_gpt":0.3567538130987876,"score_spread":0.1928694999777181,"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."}}