{"id":"W6893475918","doi":"10.5281/zenodo.16876394","title":"Isogenoides frontalis","year":2025,"lang":"en","type":"article","venue":"Zenodo (CERN European Organization for Nuclear Research)","topic":"Freshwater macroinvertebrate diversity and ecology","field":"Environmental Science","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Foothills; STREAMS; Voltinism; West virginia; Geologist","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":[0.0001055701,0.0006498209,0.0001918823,0.001434011,0.001134853,0.0003569137,0.0003208405,0.0003391293,0.01382469],"category_scores_gemma":[0.0002620731,0.0001544491,0.00015511,0.0004973887,0.0004085034,0.0006567774,0.0007430462,0.0003785213,0.003326751],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0009222917,"about_ca_system_score_gemma":0.0004109287,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.02417654,"about_ca_topic_score_gemma":0.05741733,"domain_scores_codex":[0.9998549,0.00001332587,0.000009564598,0.00004971709,0.0000382353,0.00003426345],"domain_scores_gemma":[0.9998819,0.000008034654,0.00004227387,0.00000896033,0.00003958621,0.00001923642],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"not_applicable","study_design_scores_codex":[0.0004800651,0.0003400868,0.1841511,0.0008027242,0.00005477542,0.003137899,0.002173281,0.0008722584,0.05457213,0.006945585,0.02014052,0.7263296],"study_design_scores_gemma":[0.00004506358,0.000274976,0.6670271,0.0003583394,0.00005295597,0.006699653,0.002227496,0.0006790542,0.004995754,0.002858306,0.3147423,0.00003903373],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"other","genre_scores_codex":[0.527302,0.008415125,0.00643533,0.0008115032,0.0003903167,0.0003308886,0.0045347,0.0005533826,0.4512267],"genre_scores_gemma":[0.9659955,0.001910145,0.002916361,0.0003662351,0.0000773549,0.00004918801,0.00172961,0.00001987421,0.02693567],"genre_candidate":"other","genre_consensus":null,"teacher_disagreement_score":0.02417654,"threshold_uncertainty_score":0.04807162,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01586140543014729,"score_gpt":0.2025857547460686,"score_spread":0.1867243493159213,"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."}}