{"id":"W1908321675","doi":"10.26522/brocked.v17i1.105","title":"Innovations in Teacher Education: A Social Constructivist Approach","year":2008,"lang":"en","type":"article","venue":"Brock Education Journal","topic":"Digital literacy in education","field":"Computer Science","cited_by":3,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Constructivism (international relations); Conversation; Social constructivism; Construct (python library); Sociology; Pedagogy; Field (mathematics); Mathematics education; Epistemology; Psychology; Computer science; Political science; Mathematics","routes":{"ca_aff":false,"ca_fund":false,"ca_venue":true,"about_ca":false,"invisible_to_affiliation_only":true},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.02251978,0.001033209,0.001134654,0.007686243,0.004095699,0.01589302,0.003402761,0.003723146,0.002424746],"category_scores_gemma":[0.01118946,0.0007267964,0.0009991861,0.005019385,0.05416704,0.009793092,0.00609805,0.006862046,0.0003183621],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.01623142,"about_ca_system_score_gemma":0.009831541,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00392712,"about_ca_topic_score_gemma":0.004827261,"domain_scores_codex":[0.9763431,0.01930481,0.0005334911,0.0007601436,0.002393332,0.0006651394],"domain_scores_gemma":[0.9818357,0.01530574,0.0005846989,0.001049294,0.0007607033,0.0004638288],"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":[0.000007501751,0.00006482038,0.0003265857,0.0002601048,0.00002389261,0.00006155659,0.01786573,0.001429849,0.00009026788,0.9637601,0.001200665,0.01490885],"study_design_scores_gemma":[0.00002804956,0.00004072237,0.0003275383,0.000462952,0.0000107454,0.00006041689,0.01458238,0.003045243,0.0002646011,0.9310499,0.05010914,0.00001823589],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":"theoretical_or_conceptual","genre_codex":"methods","genre_gemma":"empirical","genre_scores_codex":[0.03381097,0.01976702,0.5623681,0.08343382,0.001109009,0.001237368,0.0001521,0.0003887245,0.2977329],"genre_scores_gemma":[0.7261623,0.01257739,0.2349863,0.003848642,0.0005143108,0.002673731,0.000145057,0.0001953577,0.01889707],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.02251978,"threshold_uncertainty_score":0.1190974,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01936336663406628,"score_gpt":0.2804347099358458,"score_spread":0.2610713433017796,"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."}}