{"id":"W4410453772","doi":"10.1007/978-3-031-88785-7_7","title":"News Media and Its Depiction of Science: A Case in a Canadian Secondary Biology Classroom","year":2025,"lang":"en","type":"book-chapter","venue":"Contemporary trends and issues in science education","topic":"Education and Critical Thinking Development","field":"Social Sciences","cited_by":0,"is_retracted":false,"has_abstract":false,"ca_institutions":"University of Victoria; University of Ottawa","funders":"","keywords":"Depiction; Media studies; Sociology; Art; Visual arts","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":[0.001801163,0.0005742249,0.0003168478,0.003123607,0.03552191,0.015714,0.002567906,0.004503493,0.008449589],"category_scores_gemma":[0.004907513,0.0004223023,0.0003686141,0.005654638,0.0140062,0.004446066,0.004536427,0.004726998,0.0006807211],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.04338206,"about_ca_system_score_gemma":0.02887269,"about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_topic_score_codex":0.9323655,"about_ca_topic_score_gemma":0.970143,"domain_scores_codex":[0.998245,0.0005441986,0.00002232231,0.000104239,0.0005393646,0.0005448997],"domain_scores_gemma":[0.9968616,0.001557274,0.0002448443,0.0001010849,0.0005547991,0.000680487],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"qualitative","study_design_gemma":"qualitative","study_design_scores_codex":[0.00005350215,0.00006738601,0.006633725,0.00008872977,0.000008246404,0.01003163,0.8481016,0.0002560786,0.000813245,0.09551662,0.02145564,0.01697353],"study_design_scores_gemma":[0.000006906255,0.00001684021,0.006107279,0.0001777666,0.00002137671,0.001158377,0.7817233,0.0003182076,0.0003455643,0.003456624,0.2066365,0.00003133521],"study_design_candidate":"qualitative","study_design_consensus":"qualitative","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.5617384,0.001806193,0.0009681391,0.03743614,0.000395631,0.00005229953,0.0002312948,0.00006100328,0.3973108],"genre_scores_gemma":[0.9255401,0.001578625,0.0006824162,0.001806983,0.00007537012,0.00002035089,0.00007805663,0.00008394403,0.07013409],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.06763452,"threshold_uncertainty_score":0.3147604,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.04094634010859493,"score_gpt":0.3698437127564808,"score_spread":0.3288973726478858,"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."}}