{"id":"W1951000512","doi":"10.22329/celt.v7i1.4147","title":"2013 Alan Blizzard Award Feature Article - Enriching Educational Experiences through UBC’s First Year Seminar in Science (SCIE113)","year":2014,"lang":"en","type":"article","venue":"Collected Essays on Learning and Teaching","topic":"Innovative Teaching and Learning Methods","field":"Psychology","cited_by":9,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of British Columbia","funders":"","keywords":"Argumentation theory; Argument (complex analysis); Class (philosophy); Science class; Scientific writing; Discipline; Mathematics education; Construct (python library); Science education; Next Generation Science Standards; Psychology; Sociology; Pedagogy; Computer science; Epistemology; Chemistry; Social 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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.004705951,0.0005930371,0.0004763035,0.0009430045,0.006252623,0.007844833,0.001424417,0.002734751,0.06127372],"category_scores_gemma":[0.00610869,0.000258669,0.0003255845,0.0006515802,0.001675557,0.002549171,0.006074922,0.00426488,0.01292803],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.005020211,"about_ca_system_score_gemma":0.007096997,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.01712633,"about_ca_topic_score_gemma":0.06777144,"domain_scores_codex":[0.9970566,0.0006104898,0.00007023965,0.0002618505,0.001581504,0.0004193347],"domain_scores_gemma":[0.9952936,0.0004594224,0.00009977053,0.0001283334,0.001373166,0.002645791],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"not_applicable","study_design_gemma":"not_applicable","study_design_scores_codex":[0.00002641913,0.00007044724,0.0002313042,0.00004711386,0.000002627612,0.0001020266,0.001249855,0.00002962244,0.0002931808,0.002669704,0.9661561,0.02912161],"study_design_scores_gemma":[0.00000525937,0.00002727775,0.000783372,0.00007942704,0.000002016047,0.00006716212,0.001625014,0.00005677878,0.0002069195,0.0006348763,0.9964988,0.0000130797],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"other","genre_gemma":"empirical","genre_scores_codex":[0.02363509,0.01757215,0.004785274,0.3443671,0.1362835,0.0002845274,0.0009848382,0.001419486,0.470668],"genre_scores_gemma":[0.08759645,0.01326102,0.0041037,0.02548723,0.01628351,0.0001923506,0.0006932589,0.001240837,0.8511417],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.06127372,"threshold_uncertainty_score":0.204981,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01700590722636384,"score_gpt":0.3458450444474422,"score_spread":0.3288391372210784,"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."}}