{"id":"W3023938364","doi":"10.1016/b978-0-12-386464-2.00016-1","title":"Collection","year":2012,"lang":"en","type":"book-chapter","venue":"Elsevier eBooks","topic":"","field":"","cited_by":0,"is_retracted":false,"has_abstract":false,"ca_institutions":"Université du Québec à Trois-Rivières","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":[0.0004008277,0.001223225,0.001037404,0.004397317,0.002290575,0.005684271,0.001676912,0.001006079,0.6832051],"category_scores_gemma":[0.001388826,0.0005439944,0.0007786594,0.004152878,0.0007259336,0.003403921,0.002547365,0.001896996,0.5687516],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001649362,"about_ca_system_score_gemma":0.001990861,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00530452,"about_ca_topic_score_gemma":0.01252384,"domain_scores_codex":[0.9995075,0.00004097051,0.0000202931,0.00008273352,0.000301356,0.00004713816],"domain_scores_gemma":[0.999544,0.00005737177,0.00001440908,0.00009336696,0.0002120962,0.00007873602],"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":[0.00001581078,0.00002456915,0.00004877118,0.0001626897,0.000002695841,0.00002928062,0.00009732795,0.00004984089,0.0002444091,0.009102677,0.872885,0.1173368],"study_design_scores_gemma":[0.000001385374,0.000002708396,0.00006885992,0.00004941159,0.000001434565,0.00002664226,0.00002926809,0.00001153269,0.00006299339,0.0009581872,0.9987856,0.000002054621],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"other","genre_gemma":"other","genre_scores_codex":[0.0002105673,0.002383219,0.0008386919,0.0004990125,0.001261276,0.00006712636,0.001402793,0.0005394467,0.9927979],"genre_scores_gemma":[0.0003692697,0.001221265,0.0003362645,0.0001173205,0.0001876987,0.0000220565,0.001085329,0.000251689,0.9964091],"genre_candidate":"other","genre_consensus":"other","teacher_disagreement_score":0.3167949,"threshold_uncertainty_score":0,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.0232436797409596,"score_gpt":0.2455143273755058,"score_spread":0.2222706476345462,"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."}}