{"id":"W7100470011","doi":"","title":"A theoretical tool for research in science education","year":2010,"lang":"en","type":"article","venue":"","topic":"Science Education and Pedagogy","field":"Social Sciences","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Plural; Operationalization; Science education; Set (abstract data type); Field (mathematics); Sociology of scientific knowledge; Point (geometry); Dual (grammatical number)","routes":{"ca_aff":false,"ca_fund":false,"ca_venue":false,"about_ca":true,"invisible_to_affiliation_only":true},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":["sts","insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.01205113,0.00002419571,0.00003222562,0.0002688581,0.0008236258,0.0001789871,0.0004280592,0.00004232303,0.002545199],"category_scores_gemma":[0.004526767,0.0000206303,0.00001185463,0.001262158,0.003403537,0.0002662268,0.00002232765,0.0001875477,0.00007628576],"about_ca_system_candidate":true,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00006339176,"about_ca_system_score_gemma":0.00831501,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.001047604,"about_ca_topic_score_gemma":0.00492157,"domain_scores_codex":[0.9988044,0.00009906775,0.00008027691,0.0001897095,0.000469259,0.000357291],"domain_scores_gemma":[0.998794,0.0005687945,0.000009865962,0.0001403426,0.0003718674,0.0001151974],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"theoretical_or_conceptual","study_design_gemma":"theoretical_or_conceptual","study_design_scores_codex":[0.000001819588,0.00005264184,0.002767918,6.088013e-7,4.698465e-8,1.265033e-8,0.006940497,3.347564e-8,0.00146473,0.9578971,0.000823561,0.03005104],"study_design_scores_gemma":[0.0001003049,0.00002671399,0.01883418,0.00000512918,4.717939e-7,5.695101e-7,0.06232537,0.0001729741,0.001146823,0.7096581,0.2076308,0.00009855115],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":"theoretical_or_conceptual","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.6229643,0.000002298598,0.0000598844,0.01967512,0.00122829,0.0002555418,1.917637e-7,0.00001279716,0.3558016],"genre_scores_gemma":[0.9934025,0.000002870209,0.002423717,0.000340553,0.0003554297,0.00006175457,2.954356e-7,0.000001617764,0.003411218],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.3704382,"threshold_uncertainty_score":0.9993086,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.2038035925472284,"score_gpt":0.5995870834613712,"score_spread":0.3957834909141428,"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."}}