{"id":"W4380627553","doi":"10.29173/bluejay6353","title":"Magpies Roost at Saskatoon in Record Numbers","year":2023,"lang":"en","type":"article","venue":"Blue Jay","topic":"Natural Language Processing Techniques","field":"Computer Science","cited_by":0,"is_retracted":false,"has_abstract":false,"ca_institutions":"","funders":"","keywords":"Geography","routes":{"ca_aff":false,"ca_fund":false,"ca_venue":true,"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":[0.0001565783,0.0002384457,0.0001462415,0.0006213753,0.002801849,0.0008345171,0.0003709513,0.0004835784,0.07640521],"category_scores_gemma":[0.0005383313,0.0001319385,0.0001027043,0.0007081555,0.0004634102,0.0004944319,0.0006976061,0.0007508339,0.01144701],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001841671,"about_ca_system_score_gemma":0.002036537,"about_ca_topic_candidate":true,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.1913054,"about_ca_topic_score_gemma":0.7178245,"domain_scores_codex":[0.9998964,0.000009673786,0.000003053992,0.00002169984,0.00002838134,0.00004069748],"domain_scores_gemma":[0.9996881,0.0000293611,0.0000268479,0.00002077357,0.0001029205,0.0001319104],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"not_applicable","study_design_gemma":"observational","study_design_scores_codex":[0.001031989,0.0001110627,0.07373589,0.0002722108,0.00004826082,0.006828421,0.01233977,0.000576198,0.02490809,0.01146344,0.6305009,0.2381837],"study_design_scores_gemma":[0.00001165338,0.00005953615,0.04492322,0.00007075731,0.00001059799,0.0004381129,0.01226197,0.0002706127,0.002059979,0.0004180425,0.9394586,0.00001682275],"study_design_candidate":"observational","study_design_consensus":null,"genre_codex":"other","genre_gemma":"empirical","genre_scores_codex":[0.3978219,0.0005764514,0.003725634,0.009052431,0.004177507,0.0002089149,0.01410095,0.002221486,0.5681147],"genre_scores_gemma":[0.2358365,0.0002651119,0.003183886,0.0009022985,0.00007228304,0.00004308387,0.003923038,0.0002005141,0.7555733],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.8086947,"threshold_uncertainty_score":0.3803836,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01339711258511066,"score_gpt":0.2663790731379863,"score_spread":0.2529819605528756,"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."}}