{"id":"W2490875858","doi":"10.1007/978-94-6300-512-8_3","title":"Integrated Threshold Concept Knowledge","year":2016,"lang":"en","type":"book-chapter","venue":"Educational futures","topic":"Evaluation of Teaching Practices","field":"Social Sciences","cited_by":31,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Waterloo","funders":"","keywords":"Flourishing; Point (geometry); Key (lock); Ask price; Field (mathematics); Epistemology; Sociology; Engineering ethics; Computer science; Knowledge management; Public relations; Psychology; Political science; Engineering; Social psychology; Business; Mathematics; Philosophy; Computer security","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":[0.001846454,0.000477804,0.0004999785,0.001899582,0.001568939,0.007715624,0.001464441,0.001761906,0.0230216],"category_scores_gemma":[0.004222112,0.0002758621,0.0005926797,0.001689034,0.01019549,0.01237987,0.004468045,0.004371521,0.003952221],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.004458955,"about_ca_system_score_gemma":0.004546809,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00192085,"about_ca_topic_score_gemma":0.002562344,"domain_scores_codex":[0.9985434,0.0002993235,0.00009837694,0.000268918,0.0006748654,0.0001153165],"domain_scores_gemma":[0.9985965,0.0007024402,0.00006184628,0.0002215504,0.0002891538,0.0001284295],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"theoretical_or_conceptual","study_design_gemma":"qualitative","study_design_scores_codex":[0.000003615856,0.00001220147,0.00005623712,0.00006177818,0.000001995234,0.000025149,0.001760621,0.0001798238,0.0000929576,0.9629288,0.005835569,0.02904136],"study_design_scores_gemma":[0.000003875492,0.000008161411,0.0001470337,0.0002547138,0.000003454787,0.0001268464,0.0007627627,0.0006286788,0.000188122,0.7925366,0.2053331,0.000006692892],"study_design_candidate":"qualitative","study_design_consensus":null,"genre_codex":"other","genre_gemma":"empirical","genre_scores_codex":[0.00578716,0.004797315,0.07134392,0.005212077,0.0007910408,0.00007610035,0.0001196825,0.0001927271,0.9116799],"genre_scores_gemma":[0.3799728,0.01483517,0.09783424,0.003582563,0.0009585027,0.0003614389,0.0007845728,0.0004472775,0.5012234],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.0230216,"threshold_uncertainty_score":0.07701498,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.1115157596795234,"score_gpt":0.4351481736103077,"score_spread":0.3236324139307843,"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."}}