{"id":"W2017459576","doi":"10.1080/14926156.2012.649052","title":"Three Cases of Teachers’ Collaborative Design: Perspectives From Those Involved","year":2012,"lang":"en","type":"article","venue":"Canadian Journal of Science Mathematics and Technology Education","topic":"Education and Technology Integration","field":"Social Sciences","cited_by":10,"is_retracted":false,"has_abstract":false,"ca_institutions":"Simon Fraser University; University of Calgary","funders":"","keywords":"Collaborative design; Mathematics education; Psychology; Engineering ethics; Computer science; Engineering; Software engineering; Systems design","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":"codex-gemma-dda1882f352a","candidate_categories":["sts"],"consensus_categories":[],"category_scores_codex":[0.001236185,0.00007135736,0.0001473858,0.0009782442,0.0004984593,0.00004808287,0.0003251095,0.0001422085,0.00006391472],"category_scores_gemma":[0.002981886,0.00006291044,0.00001792995,0.001379132,0.003630493,0.000469951,0.000009806066,0.0001697257,0.000002345809],"about_ca_system_candidate":true,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0002603764,"about_ca_system_score_gemma":0.007555932,"about_ca_topic_candidate":true,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.003645775,"about_ca_topic_score_gemma":0.01840491,"domain_scores_codex":[0.9992427,0.00002679272,0.0002437358,0.00009258139,0.0001697975,0.0002244123],"domain_scores_gemma":[0.9980559,0.0001398462,0.0003746932,0.000134832,0.001049031,0.0002456952],"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":[0.000001297497,0.0001631546,0.04635286,0.00000411221,0.00001875315,7.394157e-7,0.2445552,2.289517e-7,0.002541938,0.6909986,0.0008404657,0.01452267],"study_design_scores_gemma":[0.00007420586,0.00007747627,0.003193445,0.00008749033,0.00003201009,0.00001613075,0.8633161,0.00001084129,0.005296768,0.1261201,0.001684627,0.00009084117],"study_design_candidate":"qualitative","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9864705,0.003463335,0.002081573,0.006170793,0.0005130692,0.0001736443,0.000003568878,0.0000130464,0.00111048],"genre_scores_gemma":[0.9575704,0.0001127318,0.04217438,0.00002225081,0.00007701105,0.000007018753,4.323605e-7,0.000003912559,0.0000318943],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.6187609,"threshold_uncertainty_score":0.9995067,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.04722607329382001,"score_gpt":0.3357314504914414,"score_spread":0.2885053771976214,"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."}}