{"id":"W2068558342","doi":"10.1126/science.333.6047.1221","title":"Response—Education Research: Set a High Bar","year":2011,"lang":"en","type":"article","venue":"Science","topic":"Innovative Teaching Methods","field":"Social Sciences","cited_by":6,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of British Columbia","funders":"","keywords":"Attrition; Attendance; Context (archaeology); Test (biology); Mathematics education; Set (abstract data type); Class (philosophy); Psychology; Confounding; Computer science; Mathematics; Statistics; Medicine; Political science; History","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":["metaresearch"],"consensus_categories":[],"category_scores_codex":[0.03697686,0.001916482,0.00219096,0.002404041,0.009689908,0.009753429,0.003934334,0.06371434,0.054696],"category_scores_gemma":[0.1806773,0.00128085,0.002043612,0.001953606,0.006009794,0.007188763,0.01343808,0.03578074,0.02596696],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.01118594,"about_ca_system_score_gemma":0.01265023,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00291546,"about_ca_topic_score_gemma":0.002598929,"domain_scores_codex":[0.9243008,0.03826077,0.01129492,0.006315594,0.01439582,0.005432072],"domain_scores_gemma":[0.8419144,0.08336848,0.01183817,0.008474742,0.04045058,0.01395359],"domain_codex":null,"domain_gemma":"methods","domain_candidate":"methods","domain_consensus":null,"study_design_codex":"not_applicable","study_design_gemma":"not_applicable","study_design_scores_codex":[0.0001840952,0.00005828339,0.0009118883,0.0008873399,0.00002611197,0.0002262185,0.0006239603,0.00006319566,0.0004646241,0.003895477,0.979508,0.01315085],"study_design_scores_gemma":[0.000207368,0.0002023517,0.002204532,0.001549819,0.00002657489,0.0003366705,0.003261965,0.0002270507,0.0002840446,0.006326336,0.9852682,0.0001051875],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"commentary","genre_gemma":"commentary","genre_scores_codex":[0.001505137,0.001030118,0.0009001517,0.9278569,0.05637889,0.00100304,0.0008113447,0.0003777766,0.01013678],"genre_scores_gemma":[0.004780586,0.0002288528,0.0009459708,0.978218,0.007681515,0.001823544,0.0001432486,0.00007665213,0.006101673],"genre_candidate":"commentary","genre_consensus":"commentary","teacher_disagreement_score":0.9630231,"threshold_uncertainty_score":0.1955547,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.4867204443562617,"score_gpt":0.5683714515027349,"score_spread":0.08165100714647328,"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."}}