{"id":"W6911881434","doi":"10.5281/zenodo.14278191","title":"Calyxochaetus pennarista","year":2024,"lang":"en","type":"article","venue":"Zenodo (CERN European Organization for Nuclear Research)","topic":"Aquatic Invertebrate Ecology and Behavior","field":"Environmental Science","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Floodplain; Work (physics); Fishing; Hydrology (agriculture)","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":[0.00009387239,0.0003743311,0.0001807821,0.0008581366,0.001260387,0.0002450639,0.0004150427,0.0003661458,0.02216815],"category_scores_gemma":[0.0003487482,0.0001778274,0.0001156875,0.0004675221,0.0005163657,0.0005257722,0.001179333,0.000432094,0.003313123],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0008360234,"about_ca_system_score_gemma":0.0002957467,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.02947098,"about_ca_topic_score_gemma":0.1036285,"domain_scores_codex":[0.9998925,0.000006844743,0.000005198434,0.00003980613,0.00004032193,0.00001531524],"domain_scores_gemma":[0.9998785,0.00001984141,0.00004184953,0.000014829,0.00002644385,0.0000185048],"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":[0.000490125,0.0001413697,0.06640191,0.0006378393,0.00006843562,0.001106686,0.002650258,0.0004929155,0.04412327,0.005598282,0.02957358,0.8487154],"study_design_scores_gemma":[0.00006880463,0.0002069811,0.731072,0.0003284771,0.00009264841,0.001965238,0.001612304,0.0004786624,0.00435174,0.001330867,0.2584639,0.00002844955],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.5984127,0.004276931,0.002743023,0.0008201858,0.0003763466,0.0002850545,0.002502819,0.0004119387,0.390171],"genre_scores_gemma":[0.9504548,0.001024114,0.002198969,0.0004595384,0.00005763326,0.0000679315,0.0009841527,0.00002983593,0.044723],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.02947098,"threshold_uncertainty_score":0.07415986,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02594375645684011,"score_gpt":0.2406859950185703,"score_spread":0.2147422385617302,"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."}}