{"id":"W4240418397","doi":"10.1016/b978-0-12-409520-5.50020-5","title":"M","year":2015,"lang":"en","type":"book-chapter","venue":"Elsevier eBooks","topic":"","field":"","cited_by":14,"is_retracted":false,"has_abstract":false,"ca_institutions":"Concordia University","funders":"","keywords":"Computer science","routes":{"ca_aff":true,"ca_fund":false,"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":["metaepi_narrow","insufficient_payload"],"consensus_categories":["insufficient_payload"],"category_scores_codex":[0.0005219165,0.0007002894,0.0007682368,0.000281846,0.00006862136,0.00005822831,0.0005532632,0.0005939913,0.002094208],"category_scores_gemma":[0.00003410032,0.0006770226,0.0003283043,0.000008855884,0.0002485075,0.00004304884,0.0002680062,0.0007930162,0.1262843],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0003995099,"about_ca_system_score_gemma":0.0003728162,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":2.343107e-7,"about_ca_topic_score_gemma":0.00002435115,"domain_scores_codex":[0.9974761,0.0000296881,0.0004983185,0.0006529329,0.0008881902,0.0004547921],"domain_scores_gemma":[0.9976278,0.00003333878,0.0003710344,0.001257578,0.0003293441,0.0003809134],"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":[0.00001962131,0.000003929086,6.224487e-7,0.00003094292,0.0001308625,0.000101257,0.0001055233,2.427483e-7,0.00002394428,0.03379094,0.02965843,0.9361337],"study_design_scores_gemma":[0.0003082987,0.00004491855,0.000001067523,0.0002731758,0.000178153,0.00004305869,0.000001917894,0.000001156312,0.00001171189,0.0788519,0.9195994,0.0006852567],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"other","genre_gemma":"other","genre_scores_codex":[0.000001964676,0.003251303,2.690877e-7,0.00001815935,0.0005645081,0.000603266,0.0002607267,0.0004646825,0.9948351],"genre_scores_gemma":[0.00006161751,0.0000113594,0.0002295345,0.0001752424,0.0009544325,0.00003174199,0.00009260038,0.0007240885,0.9977194],"genre_candidate":"other","genre_consensus":"other","teacher_disagreement_score":0.9354484,"threshold_uncertainty_score":0.9995681,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.04403989875629827,"score_gpt":0.2722491925497179,"score_spread":0.2282092937934196,"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."}}