{"id":"W2968319216","doi":"","title":"Learning Without Sages? Reflections on","year":2015,"lang":"en","type":"article","venue":"Alternate routes","topic":"Teacher Education and Leadership Studies","field":"Social Sciences","cited_by":0,"is_retracted":false,"has_abstract":false,"ca_institutions":"","funders":"","keywords":"Psychology","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":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0004382705,0.00006396586,0.00007461079,0.00005349785,0.0003032912,0.00007398795,0.0001212841,0.00003215995,0.00006309831],"category_scores_gemma":[0.0004724544,0.00005903447,0.00002855502,0.000136716,0.00009816236,0.0001097535,0.00001439685,0.0001728256,0.0004530902],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.000108692,"about_ca_system_score_gemma":0.00008595665,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.002589443,"about_ca_topic_score_gemma":0.001218847,"domain_scores_codex":[0.9991686,0.0001982501,0.00007764724,0.0001346044,0.0002244976,0.0001963773],"domain_scores_gemma":[0.9996129,0.00007418405,0.00004628692,0.00007969467,0.00006722239,0.0001196998],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"qualitative","study_design_gemma":"not_applicable","study_design_scores_codex":[0.00001643724,0.00009827822,0.2146833,0.000002769016,0.00004991435,0.000002327559,0.7416576,0.00009317619,0.00004612767,0.02771805,0.006131707,0.009500321],"study_design_scores_gemma":[0.0002787128,0.0001101067,0.01006843,0.00002147793,0.00001362041,8.993589e-7,0.4027387,0.00001078979,0.0001012801,0.002173693,0.5843093,0.0001729739],"study_design_candidate":"qualitative","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.4711034,0.0002600657,0.00009001649,0.06889047,0.001634961,0.0001334218,6.601865e-7,0.0003910517,0.457496],"genre_scores_gemma":[0.9713039,0.00005736229,0.0001830821,0.0005305937,0.0006225742,0.00001203125,0.000001230018,0.000008192651,0.02728106],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.5781776,"threshold_uncertainty_score":0.5823709,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.320722837211618,"score_gpt":0.4731166607865417,"score_spread":0.1523938235749236,"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."}}