{"id":"W7141778747","doi":"","title":"Challenges in the transition towards courses focused on project-based learning","year":2013,"lang":"es","type":"article","venue":"UPCommons institutional repository (Universitat Politècnica de Catalunya)","topic":"Problem and Project Based Learning","field":"Social Sciences","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Transition (genetics); Subject (documents); Rest (music); Dynamics (music); Experiential learning; E learning; Quarter (Canadian coin)","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"],"consensus_categories":[],"category_scores_codex":[0.001555343,0.0004096534,0.0003813907,0.0006351238,0.003070818,0.0004120442,0.001057617,0.000423068,0.00006694196],"category_scores_gemma":[0.0002740248,0.0003834915,0.0003094276,0.000908657,0.001192503,0.0009774423,0.00007709207,0.001298561,0.0001500975],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001298471,"about_ca_system_score_gemma":0.00325456,"about_ca_topic_candidate":true,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.01142527,"about_ca_topic_score_gemma":0.0004919178,"domain_scores_codex":[0.9948249,0.002097282,0.0004019221,0.0006855789,0.001081919,0.0009084297],"domain_scores_gemma":[0.997976,0.000789754,0.0002721392,0.0005201496,0.0002265756,0.000215374],"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":[0.000675472,0.002375809,0.005349852,0.0005274274,0.0003248942,0.001004665,0.1113941,0.01597008,0.0007825873,0.7910951,0.007652117,0.06284793],"study_design_scores_gemma":[0.006615184,0.002699646,0.1249239,0.002627428,0.0005648689,0.0002940382,0.1693197,0.01097609,0.0006537046,0.002816694,0.675951,0.002557666],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":null,"genre_codex":"other","genre_gemma":"empirical","genre_scores_codex":[0.3362334,0.001956064,0.000273525,0.05231759,0.0006187629,0.001801325,0.00005171626,0.0002676403,0.6064799],"genre_scores_gemma":[0.9974326,0.0005135427,0.000338968,0.0006668044,0.0003830445,0.0001003948,0.00007917859,0.0000262489,0.0004592214],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.7882784,"threshold_uncertainty_score":0.9998617,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.05369446093355079,"score_gpt":0.2997675280680565,"score_spread":0.2460730671345057,"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."}}