{"id":"W3119303509","doi":"10.1007/s42330-020-00120-8","title":"CJSMTE: 20 Years Strong","year":2020,"lang":"en","type":"article","venue":"Canadian Journal of Science Mathematics and Technology Education","topic":"Science Education and Pedagogy","field":"Social Sciences","cited_by":2,"is_retracted":false,"has_abstract":false,"ca_institutions":"University of Toronto","funders":"","keywords":"Library science; Social science; Political science; Sociology; Computer science","routes":{"ca_aff":true,"ca_fund":false,"ca_venue":true,"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":[0.000963126,0.00004480073,0.0000889876,0.0005611524,0.0006168872,0.0001410097,0.0004865048,0.00005951177,0.0001548389],"category_scores_gemma":[0.001617674,0.00004391618,0.00001468391,0.001480037,0.002439755,0.0003145233,0.00001104544,0.0001614603,0.00001398128],"about_ca_system_candidate":true,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001039125,"about_ca_system_score_gemma":0.01296463,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0007311851,"about_ca_topic_score_gemma":0.003192657,"domain_scores_codex":[0.9992567,0.00001320794,0.0001798339,0.0001036117,0.0002151163,0.0002314834],"domain_scores_gemma":[0.9987298,0.00003098833,0.0001573214,0.0000799495,0.0003709818,0.0006310088],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"theoretical_or_conceptual","study_design_gemma":"qualitative","study_design_scores_codex":[6.060626e-7,0.00003638137,0.01087155,0.000009658264,0.000004995969,0.000003560413,0.09837494,0.000001927933,0.0009366039,0.7974766,0.005754177,0.08652902],"study_design_scores_gemma":[0.0001757883,0.0001595149,0.004333602,0.00007573092,0.00002773918,0.00008641031,0.6397211,0.000230319,0.0005909709,0.08147302,0.2728629,0.0002628829],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.906103,0.000359504,0.0003327754,0.08205569,0.0009753609,0.00009824343,0.000001205102,0.00001280603,0.01006139],"genre_scores_gemma":[0.9941978,0.00003395734,0.005037843,0.0003866906,0.00016317,0.000001465541,1.525969e-7,0.000002840857,0.0001760291],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.7160035,"threshold_uncertainty_score":0.992631,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.04450974124914531,"score_gpt":0.3443209564376168,"score_spread":0.2998112151884715,"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."}}