{"id":"W6959640943","doi":"10.11575/prism/40531","title":"University of Calgary Storm Pond Freshwater Invertebrate Key","year":2020,"lang":"en","type":"other","venue":"Open MIND","topic":"","field":"","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Invertebrate; Key (lock); Storm; Identification (biology)","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":["insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.0007091458,0.0007857461,0.0007162075,0.002516876,0.00349515,0.002286589,0.001613772,0.0007832812,0.5937653],"category_scores_gemma":[0.002496823,0.00045444,0.0001896897,0.002204399,0.0007839929,0.001887475,0.002788108,0.001176554,0.3657532],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.006995635,"about_ca_system_score_gemma":0.009943857,"about_ca_topic_candidate":true,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.2596672,"about_ca_topic_score_gemma":0.4725084,"domain_scores_codex":[0.9994289,0.00003518873,0.00002519151,0.00009241028,0.0002889903,0.0001292999],"domain_scores_gemma":[0.9973878,0.0001257557,0.0000768933,0.0001688275,0.001609442,0.0006312744],"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":[0.00002051409,0.000009601042,0.0002509837,0.00007067805,4.085128e-7,0.00005507915,0.0001420324,0.00002582475,0.0002433311,0.002195921,0.9613876,0.03559799],"study_design_scores_gemma":[0.00000188296,0.000003197771,0.000507091,0.00003804727,3.476241e-7,0.00002073149,0.00008966476,0.000008807815,0.00006294432,0.0002094577,0.999055,0.000002882176],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"other","genre_gemma":"other","genre_scores_codex":[0.00129189,0.0005381639,0.00122075,0.001378434,0.0009481704,0.0003854905,0.03300518,0.00213569,0.9590963],"genre_scores_gemma":[0.003684502,0.000863034,0.002680926,0.0007718636,0.00007516587,0.000185531,0.01541401,0.0006759363,0.9756491],"genre_candidate":"other","genre_consensus":"other","teacher_disagreement_score":0.7403328,"threshold_uncertainty_score":0.5794445,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02927646430095155,"score_gpt":0.24183699547482,"score_spread":0.2125605311738684,"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."}}