{"id":"W2785346018","doi":"10.25304/rlt.v26.1989","title":"Professional learning design framework: supporting technology integration in Alberta","year":2018,"lang":"en","type":"article","venue":"Research in Learning Technology","topic":"Open Education and E-Learning","field":"Computer Science","cited_by":7,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Calgary","funders":"","keywords":"Learning design; Technology integration; Professional development; Educational technology; Computer science; Knowledge management; Pedagogy; Engineering management; Sociology; Engineering ethics; Multimedia; Mathematics education; Engineering; Psychology","routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"about_ca":true,"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":[0.01132782,0.0008312866,0.0004766992,0.002567781,0.003381261,0.009093945,0.004518685,0.002634192,0.01573972],"category_scores_gemma":[0.01031674,0.000867778,0.001285829,0.002244104,0.003831675,0.00482302,0.006752639,0.002059997,0.004497771],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.009414893,"about_ca_system_score_gemma":0.02416144,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.04582169,"about_ca_topic_score_gemma":0.06788495,"domain_scores_codex":[0.9924664,0.00366055,0.0006616438,0.0008746301,0.001686588,0.000650141],"domain_scores_gemma":[0.9948881,0.002060013,0.000236405,0.0007940191,0.001380464,0.0006409298],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"theoretical_or_conceptual","study_design_gemma":"not_applicable","study_design_scores_codex":[0.0001817436,0.000555294,0.004173603,0.001200539,0.00004563885,0.0008021184,0.0305164,0.02232884,0.005652332,0.6219654,0.02287606,0.289702],"study_design_scores_gemma":[0.00014766,0.0002303439,0.001031056,0.0008713542,0.00006219868,0.0004099194,0.006790037,0.03982135,0.003221896,0.09987784,0.8474646,0.00007177229],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"methods","genre_gemma":"methods","genre_scores_codex":[0.01240655,0.0002981367,0.8530015,0.002596785,0.0001378935,0.002285788,0.0006550042,0.004361706,0.1242567],"genre_scores_gemma":[0.0505499,0.0002756818,0.9169141,0.0002652252,0.00001501798,0.002045118,0.001160932,0.0004037235,0.02837032],"genre_candidate":"methods","genre_consensus":"methods","teacher_disagreement_score":0.04582169,"threshold_uncertainty_score":0.09110999,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.07601522470503384,"score_gpt":0.4351331032933689,"score_spread":0.359117878588335,"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."}}