{"id":"W7133272350","doi":"","title":"Kidneyshell RPA","year":2025,"lang":"en","type":"other","venue":"Federal Open Science Repository of Canada / Le Dépôt fédéral de science ouverte du Canada","topic":"","field":"","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Cobble; Habitat; Population; Etheostoma; Percidae; Larva; Abundance (ecology); Host (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":[],"consensus_categories":[],"category_scores_codex":[0.0005416178,0.0007974439,0.0004368723,0.001318336,0.001938308,0.002522131,0.001360977,0.0008073812,0.2817876],"category_scores_gemma":[0.001066307,0.0003934012,0.0005771006,0.0009386466,0.0006325183,0.0007799782,0.00212304,0.0008276579,0.1824648],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.002522518,"about_ca_system_score_gemma":0.00450667,"about_ca_topic_candidate":true,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.08990049,"about_ca_topic_score_gemma":0.1595626,"domain_scores_codex":[0.9992701,0.00002792811,0.00003798607,0.0001657824,0.0003775157,0.0001206868],"domain_scores_gemma":[0.9993365,0.00003018784,0.00006146888,0.0000890362,0.000296688,0.0001861482],"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":[0.0004577803,0.0001087857,0.01372552,0.0006663117,0.00005408648,0.0009589064,0.0002843896,0.0001344813,0.01666291,0.01037882,0.4878997,0.4686684],"study_design_scores_gemma":[0.00001588078,0.00003297041,0.00941514,0.0000903158,0.00001909871,0.0005663286,0.0000946496,0.00008288492,0.001601331,0.0004121154,0.9876549,0.00001441086],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"other","genre_gemma":"other","genre_scores_codex":[0.02205206,0.005995465,0.006415005,0.002055773,0.001599504,0.0003604965,0.03748899,0.009304889,0.9147279],"genre_scores_gemma":[0.08838322,0.004516337,0.009515449,0.002927593,0.0002678906,0.0003420696,0.05994008,0.002231851,0.8318756],"genre_candidate":"other","genre_consensus":"other","teacher_disagreement_score":0.9100995,"threshold_uncertainty_score":0.9426736,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.007096907780799262,"score_gpt":0.2320581196985786,"score_spread":0.2249612119177793,"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."}}