{"id":"W4243824023","doi":"10.1016/b978-0-12-410424-2.00018-4","title":"Introduction","year":2018,"lang":"en","type":"book-chapter","venue":"Elsevier eBooks","topic":"","field":"","cited_by":4,"is_retracted":false,"has_abstract":false,"ca_institutions":"Western 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":["insufficient_payload"],"category_scores_codex":[0.0003919803,0.001220955,0.0006188803,0.002112589,0.001261511,0.004935399,0.001472219,0.001550744,0.5945132],"category_scores_gemma":[0.001191514,0.0004075529,0.0006515982,0.002018402,0.0006779243,0.003601318,0.002357854,0.002000237,0.5490389],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001234996,"about_ca_system_score_gemma":0.001733652,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.002389569,"about_ca_topic_score_gemma":0.004550784,"domain_scores_codex":[0.9995884,0.00003267158,0.0000138832,0.00008222843,0.0002365383,0.00004618623],"domain_scores_gemma":[0.9996281,0.00005633411,0.00001542957,0.00005476224,0.0001573572,0.00008812444],"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":[0.00001835123,0.0000435389,0.00006290816,0.0002462134,0.000002317512,0.00004611387,0.0001295863,0.0001389507,0.0004843992,0.02298513,0.7413554,0.2344871],"study_design_scores_gemma":[0.00000127848,0.000003651221,0.00005289506,0.00008212237,9.196031e-7,0.00002970278,0.00002765801,0.0000170655,0.00005347755,0.002183853,0.9975453,0.000002059537],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"other","genre_gemma":"other","genre_scores_codex":[0.0002031117,0.003486906,0.00188311,0.001111034,0.002571016,0.00005400317,0.0006525851,0.0004853726,0.9895527],"genre_scores_gemma":[0.0005294546,0.002015032,0.0006172291,0.0003512009,0.0004216524,0.00002811971,0.0005338014,0.0001840158,0.9953194],"genre_candidate":"other","genre_consensus":"other","teacher_disagreement_score":0.4054868,"threshold_uncertainty_score":0.5783776,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01573087638522742,"score_gpt":0.2392997013624489,"score_spread":0.2235688249772214,"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."}}