{"id":"W3010060618","doi":"10.5206/tips.v9i1.10335","title":"Empirically Supported Strategies for Encouraging Critical Thinking","year":2020,"lang":"en","type":"article","venue":"Teaching Innovation Projects","topic":"Education and Critical Thinking Development","field":"Social Sciences","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Waterloo","funders":"","keywords":"Critical thinking; Construct (python library); Psychology; Mathematics education; Sociology; Pedagogy; Computer science","routes":{"ca_aff":true,"ca_fund":false,"ca_venue":true,"about_ca":false,"invisible_to_affiliation_only":false},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":["sts"],"consensus_categories":[],"category_scores_codex":[0.002066212,0.0001143528,0.0001353833,0.0001292739,0.001395631,0.000449641,0.0002482742,0.00009318568,0.0001610076],"category_scores_gemma":[0.007411614,0.0001166038,0.00003577398,0.000669494,0.0001321792,0.0005235833,0.00003470157,0.0003619278,0.0000197531],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00009746624,"about_ca_system_score_gemma":0.001340445,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00007246596,"about_ca_topic_score_gemma":0.00001140231,"domain_scores_codex":[0.9982954,0.0001874693,0.0003845884,0.0002868599,0.0004826068,0.0003631091],"domain_scores_gemma":[0.9988148,0.0004649642,0.00007866554,0.00008504419,0.0004597594,0.00009681102],"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":[0.000007327917,0.0000482879,0.0005968622,0.00004213183,0.000007463057,0.000001072279,0.1357052,0.000003010569,0.0003891279,0.853601,0.006499204,0.003099368],"study_design_scores_gemma":[0.0004784318,0.0001585544,0.0006849011,0.0001187972,0.00002656276,0.000001699705,0.1671391,0.0009440249,0.0003476856,0.5235022,0.3060592,0.0005388014],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":"theoretical_or_conceptual","genre_codex":"methods","genre_gemma":"empirical","genre_scores_codex":[0.1722884,0.00001776157,0.4580098,0.2793842,0.001021421,0.000942138,0.000006794513,0.001036785,0.0872927],"genre_scores_gemma":[0.9343933,0.000001274184,0.04733922,0.01747216,0.0004823109,0.00004101456,0.00003602395,0.00001570834,0.0002190165],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.7621049,"threshold_uncertainty_score":0.9999044,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.1248905538389657,"score_gpt":0.4202961096293896,"score_spread":0.2954055557904238,"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."}}