{"id":"W2800942909","doi":"","title":"Western Ontario -tulosmittarit olkakirurgiassa","year":2018,"lang":"en","type":"dissertation","venue":"UTUPub (University of Turku)","topic":"Nasal Surgery and Airway Studies","field":"Medicine","cited_by":0,"is_retracted":false,"has_abstract":false,"ca_institutions":"","funders":"","keywords":"Geography; Political science","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","insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.0001251214,0.0002681797,0.0007079404,0.0002391715,0.0002040607,0.000007455991,0.0001742926,0.0003574257,0.002640121],"category_scores_gemma":[0.00001989547,0.0002994651,0.0003668342,0.0001740594,0.0001154261,0.0001506518,0.00006553633,0.0003983632,0.0002820432],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0002171638,"about_ca_system_score_gemma":0.0002465656,"about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_topic_score_codex":0.01588681,"about_ca_topic_score_gemma":0.1534481,"domain_scores_codex":[0.9988194,0.00002235224,0.0001698885,0.0003182671,0.0003627113,0.000307373],"domain_scores_gemma":[0.9989666,0.00004438593,0.0002540866,0.0003145884,0.0002521749,0.000168177],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"not_applicable","study_design_scores_codex":[0.006660164,0.001552739,0.6138265,0.003220561,0.004092469,0.0007783399,0.06882421,0.000001012705,0.001423127,0.0003571141,0.2497205,0.04954328],"study_design_scores_gemma":[0.0009480472,0.0002603498,0.4556541,0.0006160414,0.0009494968,0.00001348416,0.006220233,0.000001546157,0.0005626549,0.00004082172,0.534363,0.000370303],"study_design_candidate":"observational","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"other","genre_scores_codex":[0.9321135,0.000616594,0.0000080772,0.0002512088,0.001240606,0.000239466,0.00002498058,0.00006177896,0.06544374],"genre_scores_gemma":[0.4301796,0.0002111304,0.0005622631,0.00009805476,0.0003887294,4.424073e-7,0.0009578055,0.00003323253,0.5675688],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.502125,"threshold_uncertainty_score":0.9999458,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01472387397834271,"score_gpt":0.2257871346564419,"score_spread":0.2110632606780992,"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."}}