{"id":"W7062518879","doi":"","title":"Towards minimum quality criteria for mentoring-to-work programmes","year":2022,"lang":"en","type":"article","venue":"Lirias (KU Leuven)","topic":"Nuclear reactor physics and engineering","field":"Engineering","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Quality (philosophy); Popularity; Order (exchange); Set (abstract data type); Field (mathematics); Point (geometry)","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":[],"consensus_categories":[],"category_scores_codex":[0.0002907675,0.0002002509,0.0002480133,0.00007469075,0.0001261215,0.00007979103,0.0002603597,0.00003997427,0.0001419632],"category_scores_gemma":[0.00002719866,0.0002317759,0.0001235219,0.0003287234,0.000008796977,0.00009540506,0.0001319721,0.0001824301,0.00002784762],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001923166,"about_ca_system_score_gemma":0.00001593598,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00003543684,"about_ca_topic_score_gemma":0.000002276185,"domain_scores_codex":[0.9987966,0.00002155806,0.0002557844,0.0002339758,0.0002339377,0.0004580906],"domain_scores_gemma":[0.9994496,0.00004124618,0.00002592734,0.0003076385,0.00002536624,0.0001502571],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"not_applicable","study_design_scores_codex":[0.0005303753,0.0007495533,0.0005260474,0.001838812,0.001040995,0.00004051102,0.01992114,0.1512075,0.1202793,0.0624291,0.1346966,0.50674],"study_design_scores_gemma":[0.0004862089,0.0001486769,0.0009478479,0.00002213827,0.00002120006,0.000002001794,0.0003590363,0.007083354,0.001051321,0.0007009075,0.9886909,0.0004864214],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.960793,0.0004009142,0.01043275,0.0009800722,0.008483466,0.00144327,0.0002641623,0.00194874,0.01525366],"genre_scores_gemma":[0.9958048,0.000003066711,0.002531218,0.00008181408,0.0005342219,0.0004256766,0.00004258098,0.000112015,0.0004645408],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.8539943,"threshold_uncertainty_score":0.9451547,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.03730976748066177,"score_gpt":0.2972569712590816,"score_spread":0.2599472037784198,"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."}}