{"id":"W4387147899","doi":"10.1017/9781108696333.001","title":"Preface: Read this First…","year":2019,"lang":"en","type":"other","venue":"","topic":"Neuroscience, Education and Cognitive Function","field":"Neuroscience","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Alberta","funders":"","keywords":"Adventure; Cognitive science; Style (visual arts); Computer science; Cognition; Artificial intelligence; Psychology; Art; Visual arts","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":[0.0005339251,0.0009214095,0.000630716,0.001403331,0.002053198,0.004007139,0.001030802,0.001183505,0.389569],"category_scores_gemma":[0.004554637,0.0002977554,0.0003879302,0.001133205,0.0005736366,0.003097792,0.001935229,0.002863106,0.3408535],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001569453,"about_ca_system_score_gemma":0.001238455,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.002525332,"about_ca_topic_score_gemma":0.004351962,"domain_scores_codex":[0.9995408,0.00006286727,0.00002612849,0.00006804649,0.000260624,0.0000415988],"domain_scores_gemma":[0.9975359,0.0003502109,0.00009480647,0.0001463216,0.001513853,0.0003589911],"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":[0.000008666367,0.000008041401,0.00002537607,0.00004195834,4.40926e-7,0.0000166668,0.00004927506,0.00001767317,0.00005084247,0.001481421,0.9782692,0.02003037],"study_design_scores_gemma":[0.000001186514,0.000006187046,0.00008459767,0.00006259658,3.899868e-7,0.0000296972,0.00005773297,0.00001679272,0.0000381401,0.0006584801,0.9990417,0.000002454872],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"other","genre_gemma":"other","genre_scores_codex":[0.0009353948,0.006455757,0.002949638,0.03001933,0.1053421,0.0002176411,0.003320546,0.001614918,0.8491447],"genre_scores_gemma":[0.002294204,0.001779699,0.0008800725,0.003341259,0.008025224,0.00006315156,0.001638667,0.0005199491,0.9814578],"genre_candidate":"other","genre_consensus":"other","teacher_disagreement_score":0.610431,"threshold_uncertainty_score":0.8707057,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.03733042152632319,"score_gpt":0.28313797798454,"score_spread":0.2458075564582168,"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."}}