{"id":"W4240178925","doi":"10.2174/978160805052911101010iii","title":"Preface","year":2011,"lang":"en","type":"book-chapter","venue":"BENTHAM SCIENCE PUBLISHERS eBooks","topic":"","field":"","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"McMaster 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":[0.0006054374,0.0008855598,0.0007459426,0.002921407,0.002050897,0.003210208,0.001113765,0.0009121135,0.6083285],"category_scores_gemma":[0.003735106,0.0003252935,0.0005048821,0.002413984,0.0004967331,0.002271976,0.001707729,0.002116819,0.4544942],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001508901,"about_ca_system_score_gemma":0.002079698,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.006235884,"about_ca_topic_score_gemma":0.01084997,"domain_scores_codex":[0.9995615,0.00004791495,0.00001887441,0.00006137843,0.0002715398,0.00003883532],"domain_scores_gemma":[0.9983265,0.0002440891,0.00004778752,0.000151395,0.0009705264,0.0002596816],"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":[0.00001291003,0.0000151031,0.0000264469,0.00007501112,8.638768e-7,0.00002319596,0.00004224244,0.00004144997,0.00007959506,0.003362674,0.9433518,0.05296868],"study_design_scores_gemma":[0.000001643824,0.000004708654,0.00007675312,0.00006667116,8.152386e-7,0.00001885291,0.00003655777,0.00001326321,0.00003453554,0.0009487842,0.9987953,0.000002099089],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"other","genre_gemma":"other","genre_scores_codex":[0.0003916477,0.006520889,0.002113491,0.005083656,0.03316573,0.0002511539,0.002881138,0.0007980147,0.9487942],"genre_scores_gemma":[0.0006078833,0.001683091,0.0004028427,0.0007053678,0.001844327,0.00005462105,0.001240366,0.0002296557,0.9932319],"genre_candidate":"other","genre_consensus":"other","teacher_disagreement_score":0.3916715,"threshold_uncertainty_score":0,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.04893087678879936,"score_gpt":0.2457687729566831,"score_spread":0.1968378961678838,"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."}}