{"id":"W7009323468","doi":"","title":"El asesoramiento de proceso como modelo de formación inicial del profesorado universitario","year":2016,"lang":"es","type":"dissertation","venue":"Dipòsit Digital de la Universitat de Barcelona (Universitat de Barcelona)","topic":"Higher Education Teaching and Evaluation","field":"Social Sciences","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Work (physics); Context (archaeology)","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","insufficient_payload"],"consensus_categories":["metaepi_narrow"],"category_scores_codex":[0.00323415,0.001389432,0.001157607,0.001975347,0.005194022,0.0009939902,0.003023962,0.001741532,0.001433613],"category_scores_gemma":[0.0006136916,0.001786009,0.001001209,0.002085241,0.001234055,0.004813633,0.0005898839,0.002154384,0.0003748778],"about_ca_system_candidate":true,"about_ca_system_consensus":true,"about_ca_system_score_codex":0.01673845,"about_ca_system_score_gemma":0.01278837,"about_ca_topic_candidate":true,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.008392044,"about_ca_topic_score_gemma":0.0008460898,"domain_scores_codex":[0.9894237,0.00267067,0.0007577488,0.001718153,0.002200474,0.003229266],"domain_scores_gemma":[0.993308,0.001791874,0.001046599,0.0008708441,0.0009783261,0.002004363],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"qualitative","study_design_gemma":"qualitative","study_design_scores_codex":[0.005897821,0.003454536,0.2078025,0.001309793,0.002311549,0.002468766,0.5730762,0.005416495,0.002311645,0.1415305,0.02764441,0.02677581],"study_design_scores_gemma":[0.01172893,0.001572239,0.1540807,0.001634595,0.003333349,0.0003431914,0.6575298,0.0128097,0.000342227,0.04995744,0.1004296,0.006238264],"study_design_candidate":"qualitative","study_design_consensus":"qualitative","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.8352401,0.0003464385,0.007614134,0.002654821,0.0005725813,0.001253238,0.0008491549,0.0005683982,0.1509011],"genre_scores_gemma":[0.9474522,0.0007718258,0.001826452,0.0004876875,0.0004018242,0.00002905421,0.002258792,0.0002273577,0.04654481],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.1122121,"threshold_uncertainty_score":0.9998856,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01165298052556742,"score_gpt":0.3176830469971318,"score_spread":0.3060300664715644,"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."}}