{"id":"W6911999243","doi":"10.5281/zenodo.15218724","title":"Pandivirilia Irwin & Lyneborg 1981","year":2025,"lang":"en","type":"article","venue":"Zenodo (CERN European Organization for Nuclear Research)","topic":"Collembola Taxonomy and Ecology Studies","field":"Agricultural and Biological Sciences","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"Royal British Columbia Museum","funders":"","keywords":"Nearctic ecozone; Key (lock); Molecular cell biology","routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"about_ca":false,"invisible_to_affiliation_only":false},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0001497591,0.000500787,0.0002507711,0.001352931,0.001103258,0.0008045569,0.0004212816,0.0003339524,0.0125612],"category_scores_gemma":[0.0002369949,0.0002323789,0.0001871833,0.000724057,0.0003882808,0.000618449,0.0008051321,0.0003142,0.003281334],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0004580666,"about_ca_system_score_gemma":0.0003805129,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.01425382,"about_ca_topic_score_gemma":0.03868104,"domain_scores_codex":[0.9998442,0.00001103997,0.00001231423,0.00006527625,0.00003827904,0.00002898279],"domain_scores_gemma":[0.9998802,0.000009595081,0.00004937003,0.00001355368,0.00002197333,0.00002541698],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"observational","study_design_scores_codex":[0.0004166883,0.0001668319,0.2086321,0.0007370451,0.0000703128,0.001484947,0.002001739,0.0002231065,0.06162763,0.004381483,0.01124087,0.7090173],"study_design_scores_gemma":[0.000021018,0.0002339883,0.8021847,0.0002933456,0.00007168661,0.002798738,0.001397451,0.0001809859,0.001994907,0.000963795,0.1898347,0.00002467927],"study_design_candidate":"observational","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.5876788,0.01218532,0.004971588,0.0003144911,0.000217683,0.0003677854,0.002764044,0.000545859,0.3909545],"genre_scores_gemma":[0.9392884,0.002789175,0.005718586,0.000223374,0.00004587165,0.0001026223,0.001867076,0.00003975899,0.04992518],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.01425382,"threshold_uncertainty_score":0.04202139,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.03156692963443775,"score_gpt":0.2216029851194976,"score_spread":0.1900360554850599,"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."}}