{"id":"W4406234537","doi":"10.1007/978-3-031-78586-3_1","title":"Introduction—In the Eye of the Storm: For a Sociopolitical Turn in Science Education to Build Post-pandemic Worlds","year":2024,"lang":"en","type":"book-chapter","venue":"Contemporary trends and issues in science education","topic":"Zoonotic diseases and public health","field":"Medicine","cited_by":3,"is_retracted":false,"has_abstract":false,"ca_institutions":"Simon Fraser University","funders":"","keywords":"Pandemic; Coronavirus disease 2019 (COVID-19); Storm; Political science; Media studies; History; Sociology; Geography; Meteorology; Medicine","routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"about_ca":false,"invisible_to_affiliation_only":false},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.002355244,0.0001756625,0.0002970936,0.001310745,0.000133178,0.0001070739,0.0004425453,0.00009237543,0.0000654034],"category_scores_gemma":[0.0005967253,0.0001119818,0.00006477466,0.001108304,0.001143262,0.000359826,0.00007915883,0.0003434072,0.000003402595],"about_ca_system_candidate":true,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0004702616,"about_ca_system_score_gemma":0.01560941,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0008927774,"about_ca_topic_score_gemma":0.000336991,"domain_scores_codex":[0.99803,0.00002964444,0.0005071749,0.0005979714,0.0005388394,0.0002963705],"domain_scores_gemma":[0.9987751,0.000083249,0.0001300214,0.0005066537,0.0003177183,0.0001872938],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"theoretical_or_conceptual","study_design_gemma":"not_applicable","study_design_scores_codex":[0.00009042737,0.0005096574,0.01182013,0.0004225712,0.000005552235,7.909391e-7,0.01650437,0.000001541018,0.0001184467,0.768412,0.01145149,0.190663],"study_design_scores_gemma":[0.0004720893,0.0004958849,0.2257877,0.002138716,0.00005004091,0.00002369522,0.01526109,0.0001471343,0.00002542316,0.03712464,0.7181326,0.0003410558],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.3453189,0.01287241,0.000005797969,0.3197995,0.006331101,0.002252983,0.00006881884,0.00002586889,0.3133247],"genre_scores_gemma":[0.870115,0.0000832988,0.0001237249,0.001536456,0.0009935861,0.00006005435,0.00003227869,0.00001279911,0.1270427],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.7312874,"threshold_uncertainty_score":0.9899712,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.03166125985050225,"score_gpt":0.385294709959857,"score_spread":0.3536334501093548,"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."}}