{"id":"W6931846493","doi":"10.5281/zenodo.7845935","title":"Why You Should Focus on Improving Career Guidance Services","year":2023,"lang":"en","type":"article","venue":"Zenodo (CERN European Organization for Nuclear Research)","topic":"Metaheuristic Optimization Algorithms Research","field":"Computer Science","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Nucleofection; Gestational period; TSG101; Diafiltration; Dysgeusia; Liquation; Emperipolesis; Demotion; Triacetin","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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.01549209,0.0008454883,0.0008306045,0.001384338,0.006223445,0.01000328,0.003091813,0.01449576,0.06918368],"category_scores_gemma":[0.08958419,0.0005441536,0.0009687777,0.001631621,0.00405228,0.01204287,0.005343198,0.01299429,0.02795528],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.004788722,"about_ca_system_score_gemma":0.02284212,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.01915608,"about_ca_topic_score_gemma":0.02448272,"domain_scores_codex":[0.9825029,0.005777723,0.0008292472,0.001238113,0.00565842,0.003993489],"domain_scores_gemma":[0.858954,0.01861824,0.006642382,0.004284869,0.05788182,0.05361877],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"not_applicable","study_design_gemma":"not_applicable","study_design_scores_codex":[0.00008233084,0.000336285,0.005545489,0.0004437032,0.00004831301,0.0001888182,0.001053387,0.0001517741,0.0003910372,0.004801311,0.8905383,0.09641917],"study_design_scores_gemma":[0.00015395,0.0003288185,0.01555931,0.00292398,0.00007932684,0.001051271,0.01289061,0.0003708701,0.0007564372,0.01377455,0.951984,0.0001268708],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"commentary","genre_gemma":"commentary","genre_scores_codex":[0.003297047,0.0038065,0.001736132,0.9696241,0.00657712,0.00008544905,0.000131573,0.0004462702,0.01429577],"genre_scores_gemma":[0.1067816,0.01167416,0.0210547,0.7880374,0.006624355,0.0005301983,0.0003949509,0.00086566,0.06403695],"genre_candidate":"commentary","genre_consensus":"commentary","teacher_disagreement_score":0.06918368,"threshold_uncertainty_score":0.2314425,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.06073825000746619,"score_gpt":0.2731026318860598,"score_spread":0.2123643818785936,"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."}}