{"id":"W7132123996","doi":"","title":"The 15th Conference of the European Science Education Research Association (ESERA) Proceedings Book Series-III","year":2024,"lang":"en","type":"book","venue":"Van Yüzüncü Yıl University Academic Data Management System","topic":"Science Education and Pedagogy","field":"Social Sciences","cited_by":0,"is_retracted":false,"has_abstract":false,"ca_institutions":"","funders":"Japan Society for the Promotion of Science; Agencia Nacional de Investigación y Desarrollo; Hellenic Foundation for Research and Innovation; Narodowym Centrum Nauki; Erasmus+; Consejo Nacional de Investigaciones Científicas y Técnicas; Bundesministerium für Bildung und Forschung; European Commission; University of Alberta; European Science Education Research Association","keywords":"Association (psychology); Higher education; Science education; MEDLINE","routes":{"ca_aff":false,"ca_fund":true,"ca_venue":false,"about_ca":false,"invisible_to_affiliation_only":true},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.001342807,0.00108673,0.001223803,0.00291924,0.001385647,0.00743978,0.001204137,0.001777784,0.2585326],"category_scores_gemma":[0.001962955,0.0004762291,0.0007937541,0.003109736,0.0008812391,0.00351178,0.002059067,0.00305342,0.1769108],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.002519945,"about_ca_system_score_gemma":0.004350279,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.007091857,"about_ca_topic_score_gemma":0.01163049,"domain_scores_codex":[0.9988866,0.0001542144,0.00005296391,0.0001496807,0.0006521451,0.0001043141],"domain_scores_gemma":[0.9988273,0.0001618812,0.00004698503,0.000107756,0.0006163424,0.0002396912],"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":[0.00002874797,0.00004085949,0.0001024,0.0001271683,0.000004110711,0.00002249374,0.00003727228,0.0001172949,0.0003624854,0.005019309,0.9169536,0.07718416],"study_design_scores_gemma":[0.000002048721,0.000007820127,0.0001443855,0.00005914434,0.000002458167,0.00002027157,0.00002726444,0.00006867836,0.0001134538,0.0005938979,0.9989576,0.000002872297],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"other","genre_gemma":"other","genre_scores_codex":[0.001322497,0.04047741,0.004603969,0.01164058,0.05193791,0.0001260486,0.001762851,0.0007502822,0.8873784],"genre_scores_gemma":[0.001444119,0.005656887,0.0007739518,0.0006222078,0.001462147,0.00003331348,0.0007101558,0.0002422222,0.989055],"genre_candidate":"other","genre_consensus":"other","teacher_disagreement_score":0.2585326,"threshold_uncertainty_score":0.8648776,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.1342564221350742,"score_gpt":0.3738537134879092,"score_spread":0.239597291352835,"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."}}