{"id":"W4246408032","doi":"10.1145/572139.572180","title":"Striving for mathematical thinking","year":2001,"lang":"en","type":"article","venue":"ACM SIGCSE Bulletin","topic":"Teaching and Learning Programming","field":"Computer Science","cited_by":26,"is_retracted":false,"has_abstract":true,"ca_institutions":"Université Laval","funders":"","keywords":"Nature versus nurture; Mathematical software; Computer science; Mathematics education; Software; Duty; Natural science; Natural (archaeology); Software engineering; Management science; Mathematics; Engineering; Sociology; Programming language; Epistemology; Political science; Geography","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":[],"consensus_categories":[],"category_scores_codex":[0.0009942396,0.0001221599,0.0001457367,0.00005864712,0.0003193933,0.0002972054,0.001297807,0.00006286113,0.00008459676],"category_scores_gemma":[0.001655627,0.0001102072,0.00008841882,0.0001291605,0.00002210673,0.00007415283,0.000376465,0.0002276921,0.0002759114],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00002337666,"about_ca_system_score_gemma":0.00001829989,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00001186312,"about_ca_topic_score_gemma":6.448793e-7,"domain_scores_codex":[0.9988206,0.00007156776,0.0001927503,0.0003206385,0.0002180476,0.0003763647],"domain_scores_gemma":[0.9982758,0.000862595,0.00007626811,0.000671019,0.00003497181,0.00007930252],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"not_applicable","study_design_scores_codex":[0.00001088792,0.0001219842,0.0008716767,0.00004196363,0.00002415628,0.00003535272,0.003993529,0.0001660358,0.00006661616,0.08444167,0.01068725,0.8995389],"study_design_scores_gemma":[0.0003477524,0.00009067589,0.0002184542,0.00007518095,0.000007345802,0.00006361878,0.0001002437,0.002892536,0.0001028595,0.01632222,0.9795623,0.0002168567],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"methods","genre_gemma":"methods","genre_scores_codex":[0.01306934,0.00006498041,0.9719354,0.01305067,0.0001593191,0.0001750126,2.087508e-7,0.0005643733,0.000980708],"genre_scores_gemma":[0.328247,0.000003421304,0.6692913,0.0004979346,0.0001490722,0.00003310638,0.000001317136,0.00001632101,0.001760566],"genre_candidate":"methods","genre_consensus":"methods","teacher_disagreement_score":0.968875,"threshold_uncertainty_score":0.4494121,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02674049868744812,"score_gpt":0.2743603660517115,"score_spread":0.2476198673642634,"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."}}