{"id":"W4387147848","doi":"10.1017/9781108696333.016","title":"Machine Learning and Artificial Intelligence","year":2019,"lang":"en","type":"book-chapter","venue":"Cambridge University Press eBooks","topic":"Cognitive Science and Mapping","field":"Computer Science","cited_by":17,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Alberta","funders":"","keywords":"Adventure; Cognitive science; Cognition; Style (visual arts); Artificial intelligence; Computer science; Psychology; Art","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":[],"consensus_categories":[],"category_scores_codex":[0.001207884,0.0009336687,0.001010866,0.001554421,0.0007022373,0.004095372,0.001055095,0.001898388,0.02463619],"category_scores_gemma":[0.003237652,0.0003115718,0.0003825324,0.002416051,0.00337414,0.003646791,0.001591357,0.002964906,0.009503512],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001443689,"about_ca_system_score_gemma":0.001553257,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.001096441,"about_ca_topic_score_gemma":0.001411786,"domain_scores_codex":[0.998733,0.0004290336,0.0000638983,0.000172238,0.0005478894,0.00005396465],"domain_scores_gemma":[0.9981812,0.001301926,0.00006577119,0.0002120906,0.0001673053,0.00007163785],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"theoretical_or_conceptual","study_design_gemma":"not_applicable","study_design_scores_codex":[0.00001567749,0.00002734422,0.0003710864,0.0009002173,0.00005167889,0.00007965917,0.0003604288,0.001676281,0.0002687127,0.3875901,0.335326,0.2733328],"study_design_scores_gemma":[0.00000661916,0.00001803326,0.0004188294,0.000480507,0.00000664371,0.0001511969,0.0001262024,0.001557268,0.000108113,0.3202227,0.6768925,0.00001133479],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"review","genre_gemma":"other","genre_scores_codex":[0.001875372,0.5009069,0.06206829,0.0356835,0.008556709,0.00008356399,0.0006227851,0.0009125967,0.3892904],"genre_scores_gemma":[0.09915461,0.3064965,0.06922992,0.01632452,0.0159226,0.0005191624,0.001881738,0.0006804171,0.4897906],"genre_candidate":"other","genre_consensus":null,"teacher_disagreement_score":0.02463619,"threshold_uncertainty_score":0.08241624,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.03508755780706273,"score_gpt":0.2170838544758098,"score_spread":0.181996296668747,"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."}}