{"id":"W1496658165","doi":"10.7238/rusc.v12i3.2176","title":"21st-Century Instructional Designers: Bridging the Perceptual Gaps between Identity, Practice, Impact and Professional Development","year":2015,"lang":"en","type":"article","venue":"RUSC Universities and Knowledge Society Journal","topic":"Education and Teacher Training","field":"Social Sciences","cited_by":70,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of British Columbia; University of British Columbia Hospital","funders":"","keywords":"Humanities; Political science; Art","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":[0.01840326,0.0004779862,0.0006382786,0.002826819,0.01324343,0.02533382,0.00133311,0.003549041,0.008910314],"category_scores_gemma":[0.02088533,0.0007246925,0.0003823362,0.001525615,0.02676234,0.01600659,0.0204934,0.004636346,0.001148269],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.01048907,"about_ca_system_score_gemma":0.01662198,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.005113007,"about_ca_topic_score_gemma":0.01310913,"domain_scores_codex":[0.9779305,0.01544669,0.000719939,0.001360697,0.002948211,0.001593867],"domain_scores_gemma":[0.978555,0.01297864,0.001895319,0.001629373,0.001832369,0.003109279],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"qualitative","study_design_gemma":"qualitative","study_design_scores_codex":[0.00006109938,0.00008836141,0.007375273,0.0002688397,0.00001262309,0.000234842,0.6703158,0.0001206391,0.0003981639,0.2555929,0.007380903,0.0581505],"study_design_scores_gemma":[0.00002134245,0.0001201967,0.004399921,0.0007938114,0.00002010072,0.0004716459,0.3604214,0.0003144306,0.0006304635,0.07671345,0.5560446,0.00004859018],"study_design_candidate":"qualitative","study_design_consensus":"qualitative","genre_codex":"other","genre_gemma":"empirical","genre_scores_codex":[0.3465324,0.03261918,0.03645327,0.07778707,0.001742138,0.0001595554,0.00006353228,0.0003214873,0.5043213],"genre_scores_gemma":[0.9414285,0.004919875,0.007302042,0.003835738,0.000227921,0.0001148976,0.00002484072,0.00009156601,0.0420546],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.02533382,"threshold_uncertainty_score":0.09732693,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.06661312257610837,"score_gpt":0.3793695837751526,"score_spread":0.3127564611990443,"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."}}