{"id":"W2115332657","doi":"10.22230/ijepl.2014v9n5a562","title":"Failure, The Next Generation: Why Rigorous Standards are not Sufficient to Improve Science Learning","year":2014,"lang":"en","type":"article","venue":"International Journal of Education Policy and Leadership","topic":"Educator Training and Historical Pedagogy","field":"Social Sciences","cited_by":9,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Curriculum; Speculation; State (computer science); Science policy; Science education; Mathematics education; Policy analysis; Political science; Process (computing); Sociology; Public relations; Public administration; Pedagogy; Psychology; Business; Computer science; Finance","routes":{"ca_aff":false,"ca_fund":false,"ca_venue":true,"about_ca":false,"invisible_to_affiliation_only":true},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":["metaresearch"],"consensus_categories":[],"category_scores_codex":[0.04904111,0.0003724099,0.000352572,0.001477874,0.007164131,0.008634731,0.002181254,0.003797911,0.005353971],"category_scores_gemma":[0.110121,0.0004180159,0.0004168504,0.001103357,0.0139263,0.01369988,0.006545975,0.00675948,0.001201551],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.008718285,"about_ca_system_score_gemma":0.01483884,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.02103664,"about_ca_topic_score_gemma":0.01828915,"domain_scores_codex":[0.9682335,0.01673552,0.001091265,0.003057072,0.007780159,0.003102425],"domain_scores_gemma":[0.9397499,0.02377376,0.007084652,0.007943633,0.01432781,0.007120172],"domain_codex":null,"domain_gemma":"methods","domain_candidate":"methods","domain_consensus":null,"study_design_codex":"theoretical_or_conceptual","study_design_gemma":"theoretical_or_conceptual","study_design_scores_codex":[0.0002046711,0.0007133815,0.1540614,0.000469795,0.0001054201,0.00051596,0.07537374,0.001714611,0.001804878,0.3977001,0.08310254,0.2842335],"study_design_scores_gemma":[0.000164369,0.000867315,0.1065087,0.001715492,0.00009207755,0.0004359705,0.1075549,0.003498254,0.003910893,0.3504489,0.4245437,0.0002594895],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":"theoretical_or_conceptual","genre_codex":"commentary","genre_gemma":"empirical","genre_scores_codex":[0.3895047,0.003576034,0.01504392,0.5064929,0.001622002,0.0001724775,0.0001602597,0.0003349688,0.08309276],"genre_scores_gemma":[0.9745108,0.0007402336,0.003566793,0.01492882,0.0001474238,0.0001238267,0.000058456,0.0001262805,0.005797339],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.9509589,"threshold_uncertainty_score":0.2593573,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.2694524309704214,"score_gpt":0.4342181173716584,"score_spread":0.1647656864012371,"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."}}