{"id":"W4255347389","doi":"10.1088/2053-2571/ab0bb3ch1","title":"Starting Maple","year":2019,"lang":"en","type":"book-chapter","venue":"Morgan & Claypool Publishers eBooks","topic":"Mathematics, Computing, and Information Processing","field":"Computer Science","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"St. Francis Xavier University","funders":"","keywords":"Worksheet; Maple; Computer science; Debugging; Programming language; Code (set theory); Simple (philosophy); Interface (matter); Function (biology); Mathematics; Operating system; Mathematics education; Botany; Biology","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":[0.0006696019,0.001151498,0.0006287579,0.002099706,0.001465718,0.004849649,0.001925055,0.001525134,0.244068],"category_scores_gemma":[0.003925535,0.0008076744,0.0009477969,0.002084474,0.0005471068,0.008096376,0.003553232,0.002508732,0.1834668],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0008444484,"about_ca_system_score_gemma":0.001025442,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.001274371,"about_ca_topic_score_gemma":0.002503112,"domain_scores_codex":[0.9993982,0.00009983177,0.0000292555,0.0001072706,0.0002804303,0.0000849002],"domain_scores_gemma":[0.9988441,0.0002817311,0.00003464352,0.0002245604,0.00045843,0.0001564315],"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":[0.00009698699,0.00006186654,0.0001974552,0.0005533644,0.00001173862,0.0002817752,0.0007544143,0.0006997479,0.002333801,0.09367512,0.4613893,0.4399445],"study_design_scores_gemma":[0.000003674249,0.000008742206,0.00005244053,0.00007177066,0.000001771803,0.000112954,0.00004417721,0.0002305061,0.0006992437,0.009755998,0.9890082,0.00001046738],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"other","genre_gemma":"other","genre_scores_codex":[0.002430952,0.005101663,0.2708896,0.003223832,0.002045076,0.0002102624,0.004321925,0.04214159,0.669635],"genre_scores_gemma":[0.01807678,0.006938889,0.2443813,0.002319245,0.0007741053,0.0003739726,0.008737797,0.02556189,0.692836],"genre_candidate":"other","genre_consensus":"other","teacher_disagreement_score":0.244068,"threshold_uncertainty_score":0.8164887,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01696468479183003,"score_gpt":0.2020645504174479,"score_spread":0.1850998656256179,"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."}}