{"id":"W7100045786","doi":"","title":"Improvement; Teacher Qualifications IDENTIFIERS *QUALM Teacher Education Program; *University of","year":2016,"lang":"en","type":"article","venue":"","topic":"Medieval and Classical Philosophy","field":"Arts and Humanities","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Practicum; Teacher education; Competence (human resources); Conceptual framework; Identifier; Focus group; Schema (genetic algorithms); Program evaluation","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":"metacan-v3-hybrid-931329e0061c","candidate_categories":["insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.005165312,0.0002504163,0.0002450889,0.002077538,0.003206286,0.00194173,0.001120935,0.0006882935,0.0273642],"category_scores_gemma":[0.0167011,0.000113802,0.000126805,0.002313291,0.001564279,0.000853878,0.002108037,0.0009469679,0.002581635],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.01454316,"about_ca_system_score_gemma":0.05830768,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.1948562,"about_ca_topic_score_gemma":0.2741212,"domain_scores_codex":[0.994548,0.002118947,0.0001377996,0.0003393608,0.001897413,0.0009585022],"domain_scores_gemma":[0.9896115,0.001352888,0.001336777,0.0003785321,0.003369964,0.003950364],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"not_applicable","study_design_scores_codex":[0.000149478,0.001459825,0.0637496,0.0005147015,0.00001132994,0.0001801346,0.004056932,0.001021866,0.0002082381,0.04155186,0.1640088,0.7230873],"study_design_scores_gemma":[0.0001602812,0.001004316,0.4031148,0.001310488,0.00003146984,0.0003126533,0.01429846,0.001764065,0.0007045853,0.009481887,0.5677586,0.00005849481],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"other","genre_gemma":"other","genre_scores_codex":[0.2267436,0.006448815,0.008447061,0.06872387,0.001604446,0.002708192,0.003964887,0.0009020056,0.6804571],"genre_scores_gemma":[0.754532,0.00280614,0.01094528,0.002019535,0.000188017,0.001393431,0.001497511,0.00009963925,0.2265185],"genre_candidate":"other","genre_consensus":"other","teacher_disagreement_score":0.9726358,"threshold_uncertainty_score":0.387444,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.03890849242342856,"score_gpt":0.2620093185018352,"score_spread":0.2231008260784066,"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."}}