{"id":"W6949515281","doi":"10.5281/zenodo.16100780","title":"Lymnaea undetermined","year":2025,"lang":"fr","type":"article","venue":"Zenodo (CERN European Organization for Nuclear Research)","topic":"Orthoptera Research and Taxonomy","field":"Agricultural and Biological Sciences","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"Royal Tyrrell Museum","funders":"","keywords":"Lymnaea; Fish <Actinopterygii>; Population","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":"codex-gemma-dda1882f352a","candidate_categories":["sts","scholarly_communication","insufficient_payload"],"consensus_categories":["insufficient_payload"],"category_scores_codex":[0.0006891032,0.0001921699,0.0001927432,0.0001100284,0.003053734,0.001502951,0.001211109,0.0001430525,0.07383553],"category_scores_gemma":[0.0005412201,0.0001212333,0.0001241759,0.001116499,0.0004076527,0.0003196425,0.001472046,0.0003493006,0.01469416],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.000192012,"about_ca_system_score_gemma":0.000006322299,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0001370021,"about_ca_topic_score_gemma":0.000005788081,"domain_scores_codex":[0.9975951,0.0005587218,0.0002911755,0.0005333574,0.0003185757,0.0007030898],"domain_scores_gemma":[0.9988463,0.00008205149,0.00007799891,0.0002203284,0.0004773811,0.0002959653],"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":[0.00006270574,0.0002039446,0.0000288581,0.00007179554,0.00004838971,0.00002333803,0.00006556161,0.000004718063,0.003383659,0.0205207,0.2168035,0.7587829],"study_design_scores_gemma":[0.000357589,0.0003745897,0.002505771,0.00009254729,0.0000172573,0.0000386696,0.0002425817,0.0002832421,0.0005299424,0.0008289891,0.9945375,0.0001913646],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"other","genre_gemma":"empirical","genre_scores_codex":[0.07211381,0.002997848,0.0008427199,0.04181259,0.0008917836,0.001001606,0.0007211676,0.0008066448,0.8788118],"genre_scores_gemma":[0.8754838,0.0008265888,0.0002183056,0.0008451781,0.0007258534,1.042223e-7,0.001644675,0.0001617455,0.1200938],"genre_candidate":"other","genre_consensus":null,"teacher_disagreement_score":0.8033699,"threshold_uncertainty_score":0.9995336,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.03722473658711455,"score_gpt":0.2396357533853091,"score_spread":0.2024110167981946,"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."}}