{"id":"W6940942546","doi":"10.11575/prism/31719","title":"Qué, cómo y por qué: una conversación internacional sobre el aprendizaje de profesores de matemáticas","year":2014,"lang":"es","type":"other","venue":"Libraries and Cultural Resources (University of Calgary)","topic":"Mycorrhizal Fungi and Plant Interactions","field":"Agricultural and Biological Sciences","cited_by":0,"is_retracted":false,"has_abstract":false,"ca_institutions":"","funders":"","keywords":"Subject (documents); Context (archaeology); Field (mathematics); Perspective (graphical)","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":["metaepi_narrow","insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.0001163986,0.0004367084,0.0005952764,0.00007596426,0.000565744,0.0002420946,0.0006712547,0.0005663544,0.02524467],"category_scores_gemma":[0.0000719117,0.0002462869,0.0003138355,0.0002049046,0.0003106809,0.0004158865,0.0003647855,0.0004574735,0.0003115403],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00003997201,"about_ca_system_score_gemma":0.00004661532,"about_ca_topic_candidate":true,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.01003845,"about_ca_topic_score_gemma":0.0005458509,"domain_scores_codex":[0.9981626,0.0002394714,0.0002496719,0.0005126673,0.0002911341,0.0005444143],"domain_scores_gemma":[0.998424,0.0006206763,0.0003873843,0.0001242641,0.00006855318,0.0003751362],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"not_applicable","study_design_gemma":"not_applicable","study_design_scores_codex":[0.002938909,0.0003401292,0.1154681,0.001528068,0.00126716,0.00031476,0.01536865,0.000006447607,0.01632967,0.1589323,0.647486,0.0400198],"study_design_scores_gemma":[0.0002412568,0.0003665882,0.01449816,0.001015884,0.0001874824,0.00009653469,0.007788297,0.0007994686,0.0001820639,0.001266559,0.9730005,0.0005572387],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"empirical","genre_gemma":"other","genre_scores_codex":[0.768434,0.003435568,0.0001719262,0.004163762,0.0003320529,0.0004888466,0.001287721,0.0001861161,0.2215],"genre_scores_gemma":[0.2876419,0.01532368,0.001869838,0.001064168,0.001237161,0.000004046401,0.003094742,0.00004322005,0.6897213],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.4807921,"threshold_uncertainty_score":0.9999989,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.007345265093862212,"score_gpt":0.1930710908532152,"score_spread":0.185725825759353,"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."}}