{"id":"W3212721840","doi":"10.46842/ipn.cien.v21n2a05","title":"Modelo sistémico axiológico para las escuelas de ingeniería en el Instituto Politécnico Nacional","year":2017,"lang":"es","type":"article","venue":"Científica","topic":"Educational Research and Science Teaching","field":"Agricultural and Biological Sciences","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"Impact","funders":"","keywords":"Humanities; Philosophy","routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"about_ca":false,"invisible_to_affiliation_only":false},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":["sts","scholarly_communication"],"consensus_categories":[],"category_scores_codex":[0.001812059,0.0003097898,0.0003003657,0.00006959157,0.003542739,0.001431867,0.002343014,0.000249394,0.0006149031],"category_scores_gemma":[0.002289521,0.0001566352,0.0002585154,0.0002652383,0.0007616529,0.0007185951,0.0006120601,0.0006111752,0.0004949396],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0003184779,"about_ca_system_score_gemma":0.0005345727,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0007342605,"about_ca_topic_score_gemma":0.0002301376,"domain_scores_codex":[0.9963838,0.000268766,0.0003748323,0.0007911816,0.0009768648,0.001204486],"domain_scores_gemma":[0.9979568,0.0004074836,0.0002430348,0.0004062589,0.0001887252,0.0007977691],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"theoretical_or_conceptual","study_design_gemma":"observational","study_design_scores_codex":[0.0001837423,0.001499391,0.2133724,0.00008416708,0.0001034485,0.00005694925,0.002881205,0.0002992935,0.1635098,0.5129408,0.005541055,0.09952779],"study_design_scores_gemma":[0.0002635848,0.0002353423,0.8751555,0.0001279659,0.00002042016,0.00002531129,0.0009256243,0.00361969,0.0009684645,0.006309664,0.1118659,0.0004825435],"study_design_candidate":"observational","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9646211,0.0004247398,0.00004416432,0.01756384,0.0005043218,0.0002588926,0.0001368795,0.00005488809,0.01639116],"genre_scores_gemma":[0.9947572,0.0003171346,0.0003184703,0.0005049091,0.001343593,0.00003170498,0.00005181469,0.000003790051,0.002671344],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.6617832,"threshold_uncertainty_score":0.9996048,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.06050775548321154,"score_gpt":0.3581182905395157,"score_spread":0.2976105350563041,"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."}}