{"id":"W4390105189","doi":"10.33524/cjar.v23i2.612","title":"Socioscientific Issues and COVID-19: Responding to Curriculum Reform through Action Research","year":2023,"lang":"en","type":"article","venue":"The Canadian Journal of Action Research","topic":"Education and Critical Thinking Development","field":"Social Sciences","cited_by":5,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of British Columbia","funders":"","keywords":"Coronavirus disease 2019 (COVID-19); Scientific literacy; Curriculum; Action research; Pedagogy; Vision; Action (physics); Science education; Curriculum development; Sociology; Political science; Mathematics education; Psychology; Medicine","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":["metaresearch","sts"],"consensus_categories":["metaresearch"],"category_scores_codex":[0.03128673,0.00005829873,0.00009919686,0.001937997,0.007337529,0.0008056025,0.0004791283,0.00009644032,0.0006208198],"category_scores_gemma":[0.008422309,0.00004428699,0.0000373582,0.004936677,0.001051695,0.000364517,0.00005139393,0.0009877334,0.000278522],"about_ca_system_candidate":true,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.003798501,"about_ca_system_score_gemma":0.008125287,"about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_topic_score_codex":0.1414209,"about_ca_topic_score_gemma":0.2594822,"domain_scores_codex":[0.9952434,0.00182348,0.0002351803,0.0001751341,0.00176899,0.0007537972],"domain_scores_gemma":[0.9964582,0.0006993125,0.00004783822,0.0001588822,0.001328984,0.001306828],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"not_applicable","study_design_gemma":"not_applicable","study_design_scores_codex":[0.00004607962,0.00002889599,0.001646208,0.00004252555,0.0000279738,0.00005580187,0.1919169,0.00002031196,0.0005627197,0.2855073,0.5112859,0.008859398],"study_design_scores_gemma":[0.00006311965,0.00004804664,0.001734457,0.00003739762,0.000001867725,0.000008972359,0.1873536,0.000007348446,0.0001443359,0.04464495,0.7659064,0.00004946867],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"commentary","genre_gemma":"empirical","genre_scores_codex":[0.4460774,0.0001516196,0.000044889,0.5380461,0.001415646,0.0003213429,0.000003311975,0.00002521638,0.01391452],"genre_scores_gemma":[0.9560475,0.000577661,0.0001735939,0.0007492554,0.0007115117,0.00001667208,0.000001723173,0.00001075724,0.04171131],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.5372968,"threshold_uncertainty_score":0.9999301,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.4731010812690268,"score_gpt":0.5933077770248896,"score_spread":0.1202066957558627,"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."}}