{"id":"W4411629503","doi":"10.1080/09500693.2025.2517889","title":"Science teacher's assessment of their students’ models","year":2025,"lang":"en","type":"article","venue":"International Journal of Science Education","topic":"Science Education and Pedagogy","field":"Social Sciences","cited_by":1,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of British Columbia","funders":"Agenția Națională pentru Cercetare și Dezvoltare","keywords":"Mathematics education; Science education; Psychology; Pedagogy","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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.002879701,0.0002712035,0.0004087675,0.0009708192,0.0004469093,0.00245376,0.0005296374,0.0005673622,0.003554206],"category_scores_gemma":[0.02475362,0.0002723376,0.0005552179,0.0004569682,0.0004766969,0.001478562,0.001702024,0.0008878925,0.001236717],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.000774023,"about_ca_system_score_gemma":0.0009861458,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.001935421,"about_ca_topic_score_gemma":0.002779076,"domain_scores_codex":[0.9972907,0.0009607652,0.000159793,0.0002625567,0.001162422,0.0001636975],"domain_scores_gemma":[0.9870329,0.00506031,0.001987648,0.001481711,0.003640309,0.0007970934],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"qualitative","study_design_scores_codex":[0.000272538,0.001333436,0.693202,0.0002664563,0.0000823028,0.0006114636,0.09691197,0.005027267,0.01285596,0.002734346,0.005358989,0.1813433],"study_design_scores_gemma":[0.0001502245,0.002551125,0.6046315,0.0006987259,0.0002420891,0.003737156,0.1933983,0.06135609,0.02883373,0.009268456,0.0947084,0.0004241832],"study_design_candidate":"qualitative","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9876,0.00008758975,0.003257857,0.0001905715,0.00001030839,0.00002771368,0.00006213679,0.00006894222,0.008694783],"genre_scores_gemma":[0.9958075,0.00008939223,0.002011803,0.00002063422,0.000001848853,0.00001833338,0.0001100296,0.0000106154,0.001929695],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.003554206,"threshold_uncertainty_score":0.01522946,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.06498519127119523,"score_gpt":0.5280203661313481,"score_spread":0.4630351748601528,"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."}}