{"id":"W4283156612","doi":"10.17979/spudc.000007","title":"#25 Voces : [25º aniversario da Oficina de Cooperación e Voluntariado]","year":2022,"lang":"gl","type":"book","venue":"Servizo de Publicacións da UDC eBooks","topic":"E-Learning and Knowledge Management","field":"Computer Science","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"Apption","funders":"","keywords":"Humanities; Political science; Art","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":["metaepi_narrow","sts","scholarly_communication","open_science","research_integrity","insufficient_payload"],"consensus_categories":["metaepi_narrow","open_science","insufficient_payload"],"category_scores_codex":[0.003977901,0.001984606,0.001860613,0.001717419,0.002475737,0.004255916,0.01003471,0.001104123,0.004136627],"category_scores_gemma":[0.0002846101,0.002272685,0.0009349617,0.001147876,0.000770491,0.0009245123,0.00976887,0.004515816,0.001279586],"about_ca_system_candidate":true,"about_ca_system_consensus":true,"about_ca_system_score_codex":0.00388092,"about_ca_system_score_gemma":0.006243609,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.004040331,"about_ca_topic_score_gemma":0.00181291,"domain_scores_codex":[0.9876208,0.001556142,0.001697786,0.003642172,0.002078818,0.003404306],"domain_scores_gemma":[0.9912617,0.0006031271,0.001288938,0.004655886,0.000801411,0.001388914],"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":[0.000151724,0.0008822797,0.004229836,0.001621982,0.001740172,0.001453331,0.02226913,0.0009832453,0.00009059975,0.6570505,0.1969537,0.1125735],"study_design_scores_gemma":[0.001677819,0.0008267221,0.0009944082,0.0004120883,0.0005075249,0.0001961931,0.002080335,0.02211071,0.00004408778,0.003128594,0.9656419,0.002379692],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"other","genre_gemma":"other","genre_scores_codex":[0.004273251,0.001258745,0.01715747,0.006142459,0.004296771,0.002204977,0.0002819981,0.001898877,0.9624854],"genre_scores_gemma":[0.06744199,0.0001354149,0.006407344,0.004493203,0.001591079,0.0003779882,0.0005994271,0.0004086958,0.9185449],"genre_candidate":"other","genre_consensus":"other","teacher_disagreement_score":0.7686881,"threshold_uncertainty_score":0.999943,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02457269504723981,"score_gpt":0.247110076125137,"score_spread":0.2225373810778972,"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."}}