{"id":"W4392198800","doi":"10.31428/10317/9859","title":"Retos de la industria 4.0 desde la perspectiva del graduado social","year":2024,"lang":"es","type":"article","venue":"","topic":"Technology in Education and Healthcare","field":"Social Sciences","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"Centre Intégré de Santé et de Services Sociaux des Laurentides","funders":"","keywords":"Computer science; Political science","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":["insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.001185398,0.0001605648,0.0001805306,0.0002046071,0.0008034963,0.0004311152,0.0003380837,0.00124246,0.001012725],"category_scores_gemma":[0.0003620948,0.000157501,0.0001216388,0.0008867338,0.001077739,0.0001392777,0.00005808742,0.001180772,0.0002919513],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0006251051,"about_ca_system_score_gemma":0.002213104,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.003794549,"about_ca_topic_score_gemma":0.0003150509,"domain_scores_codex":[0.9979615,0.0006989847,0.0002149512,0.0003650411,0.0002796284,0.0004799569],"domain_scores_gemma":[0.999067,0.0004998422,0.00004928383,0.0001453307,0.0000830739,0.0001554412],"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":[0.000004339357,0.00008191467,0.004713566,0.00004139425,0.00003586428,0.00001731425,0.03742263,8.301585e-8,0.0000503992,0.8291631,0.0952925,0.03317687],"study_design_scores_gemma":[0.0001849657,0.00004232338,0.01693823,0.0001050962,0.00005573533,0.00001983892,0.1238532,0.0000497925,0.0001160519,0.06652521,0.7918432,0.0002664322],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":null,"genre_codex":"other","genre_gemma":"empirical","genre_scores_codex":[0.2831914,0.001499246,0.00009204893,0.3283244,0.001414935,0.0003066012,0.00002517085,0.001210164,0.383936],"genre_scores_gemma":[0.9808326,0.001011643,0.000256919,0.0005752126,0.001128627,0.00002888375,0.000002744455,0.00002531776,0.01613805],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.7626379,"threshold_uncertainty_score":0.9999005,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.0374885592087252,"score_gpt":0.4443840854486275,"score_spread":0.4068955262399023,"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."}}