{"id":"W4226341967","doi":"10.1007/s42330-022-00191-9","title":"A Disorienting Dilemma: Teaching and Learning in Technology Education During a Time of Crisis","year":2022,"lang":"en","type":"article","venue":"Canadian Journal of Science Mathematics and Technology Education","topic":"Adult and Continuing Education Topics","field":"Social Sciences","cited_by":18,"is_retracted":false,"has_abstract":false,"ca_institutions":"University of British Columbia","funders":"Social Sciences and Humanities Research Council of Canada","keywords":"Dilemma; Mathematics education; Political science; Pedagogy; Psychology; Sociology; Epistemology; Philosophy","routes":{"ca_aff":true,"ca_fund":true,"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":[0.001605803,0.00005254442,0.0001259858,0.001926752,0.001348258,0.00005112252,0.0002641371,0.00005306197,0.00002223577],"category_scores_gemma":[0.001695487,0.00005736239,0.00001204175,0.001279435,0.0007339794,0.0002099592,0.00003515737,0.0004508597,3.070309e-7],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0002197978,"about_ca_system_score_gemma":0.004177397,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.001998665,"about_ca_topic_score_gemma":0.001466973,"domain_scores_codex":[0.9992236,0.00004448463,0.0002692254,0.0001150282,0.0001537041,0.0001939203],"domain_scores_gemma":[0.9991972,0.00003874295,0.0003387158,0.00008272581,0.0002375715,0.0001049867],"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":[0.000002293572,0.0002956299,0.2313573,0.00008684078,0.00001080049,0.000002543116,0.2677816,0.00001328369,0.003477118,0.340475,0.0002391881,0.1562584],"study_design_scores_gemma":[0.0001670009,0.00008418681,0.007301365,0.0002027609,0.00002220431,0.0001329449,0.9270986,0.0001348029,0.000279191,0.05397143,0.01043544,0.0001700787],"study_design_candidate":"qualitative","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9881876,0.0003471243,0.00002268299,0.0101137,0.0002588429,0.00009085557,4.166403e-7,0.00000933609,0.0009694648],"genre_scores_gemma":[0.9959231,0.00001275861,0.003563835,0.00002227133,0.00003135312,0.00001196396,2.808198e-7,0.000004156925,0.000430305],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.659317,"threshold_uncertainty_score":0.9999518,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.004104332662902412,"score_gpt":0.2550219668938555,"score_spread":0.2509176342309531,"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."}}