{"id":"W4205816241","doi":"10.1145/572134.572136","title":"Striving for mathematical thinking","year":2001,"lang":"en","type":"article","venue":"","topic":"Teaching and Learning Programming","field":"Computer Science","cited_by":1,"is_retracted":false,"has_abstract":true,"ca_institutions":"Université Laval","funders":"","keywords":"Nature versus nurture; Computer science; Mathematical software; Software; Mathematics education; Natural (archaeology); Duty; Natural science; Software engineering; Management science; Mathematics; Programming language; Engineering; Sociology; Epistemology","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":[0.01639305,0.0006136313,0.0007891889,0.001357173,0.003848407,0.01043583,0.00148421,0.003574646,0.009754659],"category_scores_gemma":[0.04148169,0.0003218573,0.0007734089,0.0007338498,0.01723388,0.01709068,0.008682176,0.01432175,0.005255073],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.002133603,"about_ca_system_score_gemma":0.005388052,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0006423515,"about_ca_topic_score_gemma":0.000887975,"domain_scores_codex":[0.9919653,0.002870605,0.0002841853,0.001215954,0.003054748,0.0006091478],"domain_scores_gemma":[0.9676864,0.0134229,0.002243911,0.003490544,0.007146187,0.00601011],"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":[0.00003200722,0.0001135188,0.001287015,0.0002717749,0.00004188322,0.0001074106,0.004985945,0.0003765289,0.0006159627,0.7773238,0.1454598,0.06938429],"study_design_scores_gemma":[0.00001817443,0.00003676087,0.0005046405,0.0002631124,0.000009938074,0.0002112672,0.001178819,0.0003116222,0.0003310246,0.6552809,0.3418325,0.00002111998],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"commentary","genre_gemma":"other","genre_scores_codex":[0.0180837,0.03195481,0.05172114,0.7691038,0.01070226,0.00006614697,0.0001059358,0.0004870406,0.1177753],"genre_scores_gemma":[0.4504648,0.06083032,0.1488695,0.2556799,0.01696871,0.0004105377,0.0004215431,0.001176859,0.0651779],"genre_candidate":"other","genre_consensus":null,"teacher_disagreement_score":0.01639305,"threshold_uncertainty_score":0.08669579,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02809218037914937,"score_gpt":0.2855154165884441,"score_spread":0.2574232362092947,"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."}}