{"id":"W202801779","doi":"10.2991/978-94-6239-030-0_12","title":"Procedure Learning as Program Learning","year":2014,"lang":"en","type":"book-chapter","venue":"Atlantis thinking machines","topic":"Semantic Web and Ontologies","field":"Computer Science","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"Pyrogenesis (Canada)","funders":"","keywords":"Executable; Computer science; Inference; Artificial intelligence; Programming language","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":"codex-gemma-dda1882f352a","candidate_categories":["metaepi_narrow"],"consensus_categories":[],"category_scores_codex":[0.0006090205,0.0006915163,0.0007688714,0.0002721343,0.0006797998,0.0008039437,0.001938119,0.000549395,0.00005766714],"category_scores_gemma":[0.0002729318,0.000580634,0.000297568,0.00009738567,0.0001231117,0.0002417833,0.0008948285,0.001710577,0.0006195305],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00003896066,"about_ca_system_score_gemma":0.0001176741,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0001846165,"about_ca_topic_score_gemma":0.00005324372,"domain_scores_codex":[0.996998,0.00009759043,0.0004904888,0.001054104,0.0007656047,0.000594195],"domain_scores_gemma":[0.9982867,0.0002892521,0.0004792932,0.0006842664,0.0001438882,0.0001166321],"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":[0.000008636335,0.00002095396,0.005102103,0.0002064851,0.0001489897,0.0002388144,0.001319855,0.0004235047,0.00002093771,0.7240352,0.002491573,0.265983],"study_design_scores_gemma":[0.0004574962,0.000798465,0.001251212,0.001151046,0.0001257821,0.0005592781,0.00002237045,0.03525284,0.00005748742,0.1767566,0.7818367,0.001730751],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":null,"genre_codex":"other","genre_gemma":"other","genre_scores_codex":[0.002561274,0.00311322,0.03294528,0.0017461,0.002278375,0.0009053968,8.892773e-7,0.006755163,0.9496943],"genre_scores_gemma":[0.1094149,0.0007411055,0.02820339,0.000896331,0.001249709,0.00004164119,0.0001030809,0.0002052017,0.8591446],"genre_candidate":"other","genre_consensus":"other","teacher_disagreement_score":0.7793451,"threshold_uncertainty_score":0.9996645,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01115113376811325,"score_gpt":0.2503000490717713,"score_spread":0.2391489153036581,"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."}}