{"id":"W2793370737","doi":"10.1080/10986065.2018.1403541","title":"The Dynamic Geometrisation of Computer Programming","year":2018,"lang":"en","type":"article","venue":"Mathematical Thinking and Learning","topic":"Teaching and Learning Programming","field":"Computer Science","cited_by":37,"is_retracted":false,"has_abstract":true,"ca_institutions":"Simon Fraser University","funders":"Simon Fraser University","keywords":"Computational thinking; Computer science; Mathematics education; Programming language; Feature (linguistics); Work (physics); Dynamic programming; Theoretical computer science; Mathematics; Artificial intelligence; Algorithm; Linguistics; Engineering","routes":{"ca_aff":true,"ca_fund":true,"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":[0.001431177,0.0002942361,0.0002144082,0.0008845777,0.00176395,0.00497082,0.0007121378,0.0008329683,0.004422632],"category_scores_gemma":[0.005548733,0.0003059717,0.0003231221,0.000829562,0.02051353,0.009571271,0.004973972,0.00258692,0.0004895908],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001797932,"about_ca_system_score_gemma":0.00106712,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0009909392,"about_ca_topic_score_gemma":0.0006879695,"domain_scores_codex":[0.997118,0.001670436,0.00006634817,0.0004160784,0.0005123203,0.0002169071],"domain_scores_gemma":[0.9972969,0.001477462,0.0002053675,0.0006690322,0.000203678,0.0001476278],"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":[0.000004304513,0.000002367802,0.0001283125,0.000008606289,0.00000107367,0.0000198507,0.001737545,0.0004030053,0.0002675503,0.9942166,0.00019174,0.003019025],"study_design_scores_gemma":[0.00001055091,0.00002269374,0.000407343,0.00002820067,0.000003186262,0.0002241174,0.001990948,0.00356643,0.000784191,0.9160383,0.07691126,0.00001282229],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":"theoretical_or_conceptual","genre_codex":"methods","genre_gemma":"empirical","genre_scores_codex":[0.2230771,0.001567356,0.4019858,0.01273877,0.0002117032,0.00005018098,0.00009888881,0.0005654456,0.3597048],"genre_scores_gemma":[0.9637863,0.0004836601,0.02684306,0.0002183889,0.00006274424,0.0000536217,0.00003684364,0.000121014,0.008394464],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.00497082,"threshold_uncertainty_score":0.01479518,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01210610026170009,"score_gpt":0.2622430628932028,"score_spread":0.2501369626315027,"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."}}