{"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":"codex-gemma-dda1882f352a","candidate_categories":["insufficient_payload"],"consensus_categories":["insufficient_payload"],"category_scores_codex":[0.0004337648,0.0002280061,0.0005281362,0.0002681433,0.00003973876,0.00001269732,0.0001770279,0.0002897149,0.03114459],"category_scores_gemma":[0.0001985288,0.0001525905,0.0001523375,0.00003603758,0.0002341909,0.00003252471,0.00006737035,0.0005758471,0.00241102],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00007556474,"about_ca_system_score_gemma":0.001620736,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00005151378,"about_ca_topic_score_gemma":0.000007793114,"domain_scores_codex":[0.998127,0.000006157617,0.0002474809,0.0003818713,0.0009207136,0.0003167879],"domain_scores_gemma":[0.9981043,0.00007979736,0.00007064092,0.0006779868,0.0002378975,0.0008293459],"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":[0.0002582765,0.00010202,0.0003064992,0.0006968192,0.0002151836,0.001181646,0.0001708217,7.671269e-8,0.00200745,0.1899256,0.7304075,0.07472811],"study_design_scores_gemma":[0.0009493565,0.000422988,0.0002752126,0.0003552047,0.00009352339,0.0001191135,0.00005042115,0.00002070879,0.0001482532,0.0009587068,0.9964345,0.0001719917],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"other","genre_gemma":"other","genre_scores_codex":[0.0001686886,0.0003833599,0.00003101557,0.003718063,0.0003893512,0.0005667054,0.000007195575,0.00008147619,0.9946541],"genre_scores_gemma":[0.001356276,0.0005641939,0.0001379708,0.006919197,0.0004873968,0.000002158022,0.0000848087,0.00003771015,0.9904103],"genre_candidate":"other","genre_consensus":"other","teacher_disagreement_score":0.266027,"threshold_uncertainty_score":0.9983657,"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."}}