{"id":"W4416469749","doi":"10.1108/978-1-64802-908-020251017","title":"CODE SAVVY EDUCATORS","year":2022,"lang":"en","type":"book-chapter","venue":"","topic":"Teaching and Learning Programming","field":"Computer Science","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"Concordia University","funders":"","keywords":"Code (set theory); Professional development; Continuing professional development; Program code; Development (topology); Source code","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":[0.0006795073,0.0003436302,0.0001154012,0.0008064873,0.003310065,0.003114233,0.0004358495,0.0009513113,0.02324332],"category_scores_gemma":[0.001586202,0.0002533114,0.0001403955,0.000448384,0.001172652,0.002554125,0.003713784,0.002291115,0.006835279],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.002046481,"about_ca_system_score_gemma":0.004447689,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.008685703,"about_ca_topic_score_gemma":0.06416675,"domain_scores_codex":[0.9996407,0.00005640202,0.00001091466,0.00005631516,0.0001250856,0.0001104561],"domain_scores_gemma":[0.9989641,0.0001530673,0.00004730026,0.00006865274,0.0002693064,0.0004976376],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"not_applicable","study_design_gemma":"not_applicable","study_design_scores_codex":[0.00001369628,0.0001203168,0.004342018,0.000163073,0.000002546859,0.0004625941,0.02028284,0.00008644353,0.001607731,0.1202769,0.5595605,0.2930814],"study_design_scores_gemma":[9.605083e-7,0.00001127596,0.0007373675,0.00007454595,5.630055e-7,0.0001930404,0.00125285,0.00004026775,0.0001645253,0.002238547,0.9952831,0.000002916305],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"other","genre_gemma":"other","genre_scores_codex":[0.04117819,0.01160146,0.01027994,0.02603005,0.002979011,0.0001623995,0.0001999476,0.0009681879,0.906601],"genre_scores_gemma":[0.04904386,0.004112368,0.006414921,0.005806572,0.0001577053,0.00007396737,0.0001654836,0.0001934133,0.9340318],"genre_candidate":"other","genre_consensus":"other","teacher_disagreement_score":0.02324332,"threshold_uncertainty_score":0.0777567,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02379563383193428,"score_gpt":0.2528756033818172,"score_spread":0.229079969549883,"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."}}