{"id":"W4415012519","doi":"10.30665/av.163659","title":"Tieteelliset julkaisut tohtorikoulutuksen kannoilla","year":2025,"lang":"fi","type":"article","venue":"AVAIN - Kirjallisuudentutkimuksen aikakauslehti","topic":"Health Sciences Research and Education","field":"Health Professions","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Toronto","funders":"","keywords":"Work (physics); Identification (biology); Subject (documents)","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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.002053418,0.0006188744,0.0004526909,0.001026347,0.00425049,0.008106108,0.001073347,0.001946019,0.1028117],"category_scores_gemma":[0.003024325,0.0004033862,0.0005288883,0.001361936,0.001540407,0.003266111,0.004972224,0.003232765,0.02812549],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.003962134,"about_ca_system_score_gemma":0.01132166,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.02429675,"about_ca_topic_score_gemma":0.05156152,"domain_scores_codex":[0.9981615,0.0002847923,0.00007398354,0.0003179828,0.0006640358,0.0004976353],"domain_scores_gemma":[0.9982557,0.0003053767,0.0001309037,0.0001311654,0.0006013635,0.0005755069],"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":[0.0007910597,0.0005374342,0.02506342,0.002812681,0.00008210448,0.002680284,0.03882806,0.0006141069,0.02404155,0.1384933,0.2756978,0.4903581],"study_design_scores_gemma":[0.000008627265,0.00003950876,0.005185275,0.0002747373,0.000008939524,0.0001676963,0.004914075,0.00007159287,0.001208907,0.001561792,0.9865403,0.00001850651],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"other","genre_gemma":"other","genre_scores_codex":[0.08675913,0.01368388,0.008904283,0.02710598,0.004648,0.0003803181,0.003556296,0.0009033756,0.8540588],"genre_scores_gemma":[0.2061197,0.007827843,0.009390737,0.003735007,0.0005263319,0.0003803124,0.003213508,0.000802319,0.7680042],"genre_candidate":"other","genre_consensus":"other","teacher_disagreement_score":0.1028117,"threshold_uncertainty_score":0.3439394,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.08215228651847054,"score_gpt":0.4759584700755106,"score_spread":0.3938061835570401,"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."}}