{"id":"W1515799968","doi":"10.1023/a:1003996000775","title":"Constructing knowledge in the context of BioWorld","year":2001,"lang":"en","type":"article","venue":"Instructional Science","topic":"Innovative Teaching and Learning Methods","field":"Psychology","cited_by":109,"is_retracted":false,"has_abstract":false,"ca_institutions":"McGill University","funders":"","keywords":"Educational psychology; Mathematics education; Curriculum; Computer science; Psychology; Pedagogy","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":[0.003580679,0.00006303692,0.00009270313,0.0002467342,0.0001991353,0.00001816709,0.0003378061,0.00002963123,0.0003144019],"category_scores_gemma":[0.0002784822,0.000044687,0.00002428729,0.001854915,0.001399395,0.0001019781,0.00003028236,0.0003069638,0.00003070381],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0000572629,"about_ca_system_score_gemma":0.00009303772,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0002719371,"about_ca_topic_score_gemma":0.00004995606,"domain_scores_codex":[0.9987981,0.0003538432,0.0002141635,0.0002047166,0.0002232973,0.0002059213],"domain_scores_gemma":[0.999273,0.0003152619,0.0001058394,0.0001650688,0.000121465,0.00001934008],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"theoretical_or_conceptual","study_design_gemma":"observational","study_design_scores_codex":[0.0000136518,0.00003561187,0.1231996,0.000001226462,0.000002932966,0.000002576248,0.00410337,0.000002260794,0.001506623,0.537923,0.00006048272,0.3331487],"study_design_scores_gemma":[0.000519028,0.00007161571,0.9347068,0.0000283208,0.00000303258,0.0006667778,0.02927861,0.00009866249,0.0004396836,0.003895723,0.03016187,0.0001299001],"study_design_candidate":"observational","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.8060087,0.00003322662,0.0005034346,0.0002820131,0.000922901,0.0000485129,0.000001305996,0.00001352734,0.1921864],"genre_scores_gemma":[0.9948727,3.930771e-7,0.004602666,0.0001198607,0.000116003,0.000005711952,6.234973e-7,0.000002911999,0.0002791005],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.8115072,"threshold_uncertainty_score":0.5156129,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.07487227080497476,"score_gpt":0.4248025502310878,"score_spread":0.349930279426113,"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."}}