{"id":"W36152090","doi":"10.1007/978-1-4020-3803-7_11","title":"Re-situating Constructionism","year":2007,"lang":"en","type":"book-chapter","venue":"","topic":"Teaching and Learning Programming","field":"Computer Science","cited_by":13,"is_retracted":false,"has_abstract":false,"ca_institutions":"University of British Columbia","funders":"","keywords":"Situated; Constructionism; Sociology; Strict constructionism; Epistemology; TRACE (psycholinguistics); Situated cognition; Computer science; Artificial intelligence; Philosophy","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":[0.0005514022,0.0002084774,0.000195129,0.0001710163,0.0002645112,0.0002682486,0.0005301704,0.0002445598,0.0001683914],"category_scores_gemma":[0.00003285952,0.0002014362,0.0001128452,0.00003067805,0.0000651923,0.0001269146,0.0001967542,0.0007973445,0.0003449765],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00004958341,"about_ca_system_score_gemma":0.000057644,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00003449519,"about_ca_topic_score_gemma":0.0000212586,"domain_scores_codex":[0.9987397,0.00001476611,0.0002590101,0.000435615,0.0003043742,0.0002465456],"domain_scores_gemma":[0.9990456,0.0001181653,0.0001851286,0.0005111428,0.00005400373,0.00008599577],"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":[2.280789e-7,0.000001139935,0.000003783781,0.000004099888,0.000009475772,0.00001204727,0.0001582629,0.000004449875,3.556247e-7,0.4826919,0.0003052783,0.5168089],"study_design_scores_gemma":[0.00007902969,0.00003328489,0.000005373023,0.00008723071,0.000007893034,0.00005118737,0.00002695184,0.0005206012,0.00000679446,0.008457576,0.9904251,0.000298967],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"other","genre_gemma":"other","genre_scores_codex":[8.93884e-7,0.00007899003,0.4493171,0.0001497973,0.0004239959,0.00004231044,1.316269e-7,0.0005372207,0.5494496],"genre_scores_gemma":[0.0009715728,0.000004554985,0.4030151,0.0002220449,0.0002142538,8.467339e-7,0.000002857489,0.00002035969,0.5955484],"genre_candidate":"other","genre_consensus":"other","teacher_disagreement_score":0.9901198,"threshold_uncertainty_score":0.821433,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.04628442628322855,"score_gpt":0.2771222878831008,"score_spread":0.2308378615998723,"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."}}