{"id":"W4406688739","doi":"10.1016/b978-2-294-71531-0.00071-5","title":"10.1016/b978-2-294-71531-0.00071-5","year":2000,"lang":"en","type":"book-chapter","venue":"Time to knit","topic":"Medical Imaging and Analysis","field":"Engineering","cited_by":0,"is_retracted":false,"has_abstract":false,"ca_institutions":"","funders":"","keywords":"Cervical spine; Medicine; Art; Surgery","routes":{"ca_aff":false,"ca_fund":false,"ca_venue":true,"about_ca":false,"invisible_to_affiliation_only":true},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":["metaepi_narrow","insufficient_payload"],"consensus_categories":["insufficient_payload"],"category_scores_codex":[0.0001042911,0.0004151725,0.0005428039,0.0002662478,0.00004515677,0.00005330633,0.000323327,0.0002748568,0.9977922],"category_scores_gemma":[0.00001787015,0.0004188498,0.0002482515,0.00006543515,0.00004972758,0.00004443228,0.00004742464,0.0004994332,0.9960732],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00007054102,"about_ca_system_score_gemma":0.00002197284,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.000009393383,"about_ca_topic_score_gemma":1.184267e-7,"domain_scores_codex":[0.998597,0.000008198075,0.0003435772,0.0003337083,0.0003629739,0.0003545883],"domain_scores_gemma":[0.9990263,0.000048856,0.00003451575,0.0005047704,0.00003389176,0.0003516757],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"not_applicable","study_design_scores_codex":[0.000002324378,0.000004631181,3.205684e-9,0.00002981874,0.0001526366,0.00002832679,0.000004840496,0.000527527,0.000006739738,0.000007967472,0.418191,0.5810442],"study_design_scores_gemma":[0.0001010831,0.00001797155,1.244707e-7,0.0001803704,0.0001837483,0.000007913889,1.360524e-7,0.002403197,0.00001273561,0.0001198904,0.9964982,0.0004746257],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"other","genre_gemma":"other","genre_scores_codex":[3.178838e-7,0.0006475699,0.00002150529,0.00009150249,0.000006061258,0.00009894196,0.00005493528,0.0006072985,0.9984719],"genre_scores_gemma":[0.000001930287,0.000004774095,0.0001248513,0.00004267673,0.0005910652,0.00000920239,0.0001262529,0.0001521346,0.9989471],"genre_candidate":"other","genre_consensus":"other","teacher_disagreement_score":0.5805696,"threshold_uncertainty_score":0.9998263,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.005579547926442744,"score_gpt":0.1582679083914031,"score_spread":0.1526883604649604,"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."}}