{"id":"W4225422660","doi":"10.21432/cjlt27915","title":"Making STEAM-Based Professional Learning: A Four-Year Design-Based Research Study","year":2022,"lang":"en","type":"article","venue":"Canadian Journal of Learning and Technology","topic":"Diverse Educational Innovations Studies","field":"Agricultural and Biological Sciences","cited_by":6,"is_retracted":false,"has_abstract":true,"ca_institutions":"Ontario Tech University","funders":"","keywords":"Professional learning community; Professional development; Mathematics education; Frame (networking); Teaching method; Instructional design; Educational technology; Pedagogy; Computer science; Professional studies; Learning sciences; Psychology","routes":{"ca_aff":true,"ca_fund":false,"ca_venue":true,"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":[0.0359824,0.0007939542,0.001266215,0.002280418,0.0061131,0.003419119,0.002959364,0.00177577,0.001580472],"category_scores_gemma":[0.03178176,0.00125102,0.0006124586,0.001188358,0.004541408,0.002035024,0.003425446,0.002776219,0.0005584342],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.008468883,"about_ca_system_score_gemma":0.0108123,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.01511777,"about_ca_topic_score_gemma":0.03482758,"domain_scores_codex":[0.9850997,0.008308299,0.0007784241,0.001132917,0.002524832,0.002155721],"domain_scores_gemma":[0.9732046,0.00990137,0.002057359,0.002637712,0.006921611,0.005277294],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"qualitative","study_design_gemma":"qualitative","study_design_scores_codex":[0.001115945,0.02900589,0.106066,0.0006730537,0.00009132076,0.001435316,0.6470884,0.002770597,0.01556497,0.003897475,0.003417703,0.1888734],"study_design_scores_gemma":[0.001224721,0.04487817,0.2289096,0.0005979269,0.0002658157,0.001046743,0.5701815,0.008280084,0.03074953,0.00572863,0.1075952,0.000542081],"study_design_candidate":"qualitative","study_design_consensus":"qualitative","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9925812,0.00006866909,0.003417275,0.0002594054,0.00001855538,0.001226769,0.00005769192,0.00005007927,0.002320184],"genre_scores_gemma":[0.9703063,0.0002714241,0.01982136,0.0002291227,0.000025382,0.002014001,0.0002707679,0.00004735023,0.007014317],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.0359824,"threshold_uncertainty_score":0.1902954,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.2147610601837546,"score_gpt":0.3520258235934927,"score_spread":0.1372647634097381,"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."}}