{"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":"metacan-v3-hybrid-931329e0061c","candidate_categories":["insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.0002764147,0.001153542,0.0004728281,0.001475401,0.001304686,0.003784082,0.001015961,0.001621889,0.6510986],"category_scores_gemma":[0.0007988095,0.0003903165,0.0005384386,0.001201769,0.0007129266,0.002492144,0.002233139,0.001320368,0.5870526],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0008474697,"about_ca_system_score_gemma":0.0009658806,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00266503,"about_ca_topic_score_gemma":0.004907557,"domain_scores_codex":[0.9997516,0.00002321575,0.000008915115,0.00006811226,0.000112505,0.00003558321],"domain_scores_gemma":[0.9997974,0.00003222899,0.00001201176,0.00004378926,0.00006402168,0.00005054535],"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":[0.00004306823,0.00005227493,0.00017561,0.0002475618,0.000005077686,0.0001117257,0.0001900604,0.0001281195,0.001447315,0.03074864,0.5820478,0.3848027],"study_design_scores_gemma":[0.000002269832,0.000007690454,0.0001398218,0.00008186504,0.000001987346,0.00008599862,0.00004044583,0.00003745122,0.0001921992,0.002098212,0.9973097,0.000002428259],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"other","genre_gemma":"other","genre_scores_codex":[0.0002169494,0.001059971,0.0007342105,0.0003171535,0.0004462795,0.00001821019,0.0001818415,0.0002186846,0.9968066],"genre_scores_gemma":[0.0008322414,0.0007590925,0.0004292496,0.0001595438,0.00009169217,0.00001310334,0.0001929102,0.00008341513,0.9974388],"genre_candidate":"other","genre_consensus":"other","teacher_disagreement_score":0.3489014,"threshold_uncertainty_score":0,"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."}}