{"id":"W4313360027","doi":"10.1007/978-3-031-21112-6_13","title":"Morphisms","year":2023,"lang":"en","type":"book-chapter","venue":"Computer science foundations and applied logic","topic":"Mathematics Education and Teaching Techniques","field":"Social Sciences","cited_by":0,"is_retracted":false,"has_abstract":false,"ca_institutions":"McMaster University","funders":"","keywords":"Morphism; Construct (python library); Computer science; Mathematics; Pure mathematics; 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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.000632324,0.000866028,0.000571845,0.00272229,0.002748853,0.00426836,0.0007737553,0.001094796,0.06826665],"category_scores_gemma":[0.001293286,0.0005698332,0.0008960582,0.001491494,0.002936325,0.00621835,0.003745559,0.003195939,0.02570178],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001292066,"about_ca_system_score_gemma":0.0007223884,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.001091074,"about_ca_topic_score_gemma":0.0008123709,"domain_scores_codex":[0.9990847,0.0001541662,0.00004548781,0.0003067516,0.0002780679,0.0001307139],"domain_scores_gemma":[0.9994597,0.0001062062,0.00002707244,0.0001435069,0.0001932942,0.00007032424],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"theoretical_or_conceptual","study_design_gemma":"theoretical_or_conceptual","study_design_scores_codex":[0.000007301025,0.000009937389,0.00004967179,0.00002543263,0.00000386444,0.00003173193,0.0001983398,0.00004243911,0.0003529749,0.9777278,0.0079102,0.0136404],"study_design_scores_gemma":[0.000007985901,0.00001068888,0.0001538238,0.00002964429,0.000009936359,0.0002050849,0.0002001016,0.0002630263,0.00101383,0.66142,0.3366748,0.00001098795],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":"theoretical_or_conceptual","genre_codex":"other","genre_gemma":"empirical","genre_scores_codex":[0.008707969,0.001004823,0.08361165,0.00139067,0.001568063,0.0001095078,0.0007590935,0.0008454162,0.9020028],"genre_scores_gemma":[0.1262764,0.001578772,0.03342208,0.0009472343,0.0007330977,0.0002016306,0.001432569,0.000972528,0.8344357],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.06826665,"threshold_uncertainty_score":0,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.09370100287136993,"score_gpt":0.3487129677691397,"score_spread":0.2550119648977698,"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."}}