{"id":"W4406202386","doi":"10.29173/bluejay6403","title":"Nature Saskatchewan Member Spotlight: Ruth Smith","year":2024,"lang":"en","type":"article","venue":"Blue Jay","topic":"Invertebrate Taxonomy and Ecology","field":"Agricultural and Biological Sciences","cited_by":0,"is_retracted":false,"has_abstract":false,"ca_institutions":"","funders":"","keywords":"Art","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":["insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.0005096734,0.001113335,0.0004471487,0.0005011845,0.001333062,0.001537341,0.000657854,0.002676636,0.5187802],"category_scores_gemma":[0.001081201,0.0004203127,0.0004860499,0.0003775225,0.0005904289,0.0009386748,0.001552426,0.002462892,0.2481118],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0009636952,"about_ca_system_score_gemma":0.001469659,"about_ca_topic_candidate":true,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.01447897,"about_ca_topic_score_gemma":0.08057743,"domain_scores_codex":[0.999745,0.0000260755,0.000008826263,0.00006996778,0.0001042561,0.00004587806],"domain_scores_gemma":[0.9991987,0.000113294,0.00003153493,0.0000484751,0.0002660188,0.0003419555],"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":[0.00005024561,0.00002301836,0.0002293659,0.00004615315,0.000004349579,0.00008482203,0.00001110854,0.00002328252,0.0003023251,0.0002080864,0.9544041,0.04461312],"study_design_scores_gemma":[0.00001569847,0.00002066253,0.001129823,0.00006720771,0.000004341994,0.00007804511,0.00008989236,0.00002686262,0.0001029783,0.0001819358,0.9982761,0.000006513091],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"other","genre_gemma":"other","genre_scores_codex":[0.003851753,0.01792168,0.0009347432,0.1566113,0.1171341,0.0003802026,0.002193179,0.0009816342,0.6999913],"genre_scores_gemma":[0.001647441,0.002148092,0.000151646,0.01421545,0.002489833,0.0000456373,0.0001295148,0.00004570965,0.9791268],"genre_candidate":"other","genre_consensus":"other","teacher_disagreement_score":0.985521,"threshold_uncertainty_score":0.6864016,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.0122460061740064,"score_gpt":0.2091333428330049,"score_spread":0.1968873366589985,"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."}}