{"id":"W7036565065","doi":"","title":"Behind teaching excellence: How to improve the quality of education for all Colombians","year":2014,"lang":"es","type":"article","venue":"Repositorio Institucional E-DocUR (Universidad Del Rosario)","topic":"Ethnobotanical and Medicinal Plants Studies","field":"Agricultural and Biological Sciences","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Quality (philosophy); Work (physics); Natural (archaeology); Value (mathematics)","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":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.001249626,0.0003276686,0.000548336,0.00004247399,0.001244782,0.0001767726,0.0006957114,0.0002633397,0.00001516187],"category_scores_gemma":[0.001182497,0.0001571556,0.000316948,0.0002098182,0.0002783075,0.0003006273,0.0002742045,0.0004487144,0.00001275016],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001718493,"about_ca_system_score_gemma":0.0001848908,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.004008148,"about_ca_topic_score_gemma":0.001359804,"domain_scores_codex":[0.9974055,0.0002596418,0.0004940393,0.0006589839,0.0007038469,0.0004779453],"domain_scores_gemma":[0.9969575,0.00151384,0.0005181941,0.0002263531,0.0004940982,0.0002900114],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"bench_or_experimental","study_design_gemma":"not_applicable","study_design_scores_codex":[0.00127051,0.001642667,0.01015787,0.0005732902,0.0005187431,0.00000861264,0.00687045,0.00008691156,0.4970375,0.2861501,0.02754911,0.1681342],"study_design_scores_gemma":[0.001053628,0.003032918,0.09509569,0.0006602563,0.0003255499,0.00002816516,0.01428386,0.0003046031,0.002956297,0.002390963,0.8790048,0.0008632573],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9484465,0.0005057292,0.000617463,0.03900747,0.003565156,0.001060105,0.0002152158,0.00004259931,0.006539786],"genre_scores_gemma":[0.9902381,0.0001048898,0.0006267938,0.0006310658,0.00212642,0.00003389951,0.00006167919,0.000004433459,0.006172719],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.8514557,"threshold_uncertainty_score":0.9573982,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02810592864707466,"score_gpt":0.2961613805972876,"score_spread":0.2680554519502129,"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."}}