{"id":"W4411195971","doi":"10.24275/uama.5916.11713","title":"El diseño que viene. De la responsabilidad social a las transiciones","year":2025,"lang":"es","type":"book-chapter","venue":"Universidad Autónoma Metropolitana eBooks","topic":"Regional Development and Innovation","field":"Social Sciences","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Humanities; Political science; Philosophy","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":["metaepi_narrow","sts","research_integrity"],"consensus_categories":["sts"],"category_scores_codex":[0.001420315,0.0008246992,0.0009330403,0.001623974,0.002140797,0.0002885939,0.000984486,0.001328791,0.0004088401],"category_scores_gemma":[0.0001953576,0.0009230326,0.0007245222,0.000439242,0.002852078,0.0003233895,0.000185448,0.0008909214,0.0001055512],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.003015485,"about_ca_system_score_gemma":0.002762538,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.001892755,"about_ca_topic_score_gemma":0.0003476514,"domain_scores_codex":[0.9952961,0.0008622129,0.0008021499,0.0009346511,0.001127557,0.0009772833],"domain_scores_gemma":[0.9973352,0.0009278241,0.0005382892,0.0004129112,0.0005005592,0.0002852148],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"theoretical_or_conceptual","study_design_gemma":"not_applicable","study_design_scores_codex":[0.0003272726,0.00005786951,0.0002057335,0.000109333,0.0003921577,0.00009930301,0.005447646,5.656466e-7,0.0002306604,0.9719269,0.003990726,0.01721187],"study_design_scores_gemma":[0.001029523,0.0001268739,0.003182641,0.0004117776,0.000365428,0.000005018836,0.008785398,0.00001619246,0.0002055955,0.1481763,0.8367044,0.0009909248],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":null,"genre_codex":"other","genre_gemma":"other","genre_scores_codex":[0.01041659,0.0001071956,0.0005075596,0.004281593,0.0006427846,0.0006819748,0.0001378912,0.0002120419,0.9830124],"genre_scores_gemma":[0.4870244,0.0005641753,0.0004540457,0.0004557575,0.0007100799,0.00001362675,0.00007178007,0.00008030906,0.5106258],"genre_candidate":"other","genre_consensus":"other","teacher_disagreement_score":0.8327137,"threshold_uncertainty_score":0.9999677,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01640037230494254,"score_gpt":0.2943991241286297,"score_spread":0.2779987518236872,"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."}}