{"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":"codex-gemma-dda1882f352a","candidate_categories":["metaepi_narrow","scholarly_communication","insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.0008131223,0.000618565,0.0006749646,0.0004964487,0.0003234093,0.004107938,0.002410088,0.0004697352,0.0004762949],"category_scores_gemma":[0.0001202211,0.0006183205,0.0002576389,0.00006731339,0.0001045292,0.002546322,0.001013682,0.0008703271,0.0009745492],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00018693,"about_ca_system_score_gemma":0.0007467601,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.000009892004,"about_ca_topic_score_gemma":0.00000439148,"domain_scores_codex":[0.9964429,0.00002497808,0.001173744,0.0007533786,0.0009432575,0.0006618099],"domain_scores_gemma":[0.9963474,0.0001252567,0.001227233,0.001590948,0.0004575706,0.000251645],"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":[0.000003744789,0.00001379985,0.00001748061,0.0006478502,0.0001240223,0.00002028452,0.004587452,0.00004358781,0.00002585989,0.6935183,0.2284246,0.07257301],"study_design_scores_gemma":[0.000631885,0.00009220803,0.000009496483,0.0005877585,0.00004826566,0.00002931371,0.0001403931,0.02914904,0.0003149194,0.236647,0.7308001,0.001549682],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"other","genre_gemma":"other","genre_scores_codex":[0.00006287075,0.0000798899,0.1076851,0.0003764062,0.001208439,0.000415149,0.000004628072,0.0006913738,0.8894762],"genre_scores_gemma":[0.003106566,0.000001309806,0.02120683,0.003609694,0.0004083581,0.000007537646,0.00002576445,0.0001252455,0.9715087],"genre_candidate":"other","genre_consensus":"other","teacher_disagreement_score":0.5023754,"threshold_uncertainty_score":0.9998033,"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."}}