{"id":"W6930753170","doi":"10.5281/zenodo.15823213","title":"FIGURE 2. Lagenopolycystis peresi A–C in On the genus Lagenopolycystis Artois and Schockaert, 2000 (Platyhelminthes, Kalyptorhynchia, Polycystididae)","year":2025,"lang":"en","type":"other","venue":"Zenodo (CERN European Organization for Nuclear Research)","topic":"Text Readability and Simplification","field":"Computer Science","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of British Columbia","funders":"","keywords":"Stylet; Depiction; Single specimen; Line drawings; Taxonomy (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":"codex-gemma-dda1882f352a","candidate_categories":["metaepi_narrow","sts","scholarly_communication","insufficient_payload"],"consensus_categories":["insufficient_payload"],"category_scores_codex":[0.000852237,0.0003784258,0.0003416041,0.000695888,0.001343133,0.001783943,0.002706436,0.0003291181,0.01028144],"category_scores_gemma":[0.0008981167,0.0003297255,0.00007541873,0.0009843009,0.0002754499,0.0002632582,0.001400827,0.0007634649,0.004411509],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0002881224,"about_ca_system_score_gemma":0.000041877,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0005169602,"about_ca_topic_score_gemma":0.00002096409,"domain_scores_codex":[0.996747,0.0007255584,0.0004018348,0.001025856,0.0005563975,0.0005433809],"domain_scores_gemma":[0.9977203,0.0001545487,0.0002216494,0.001556988,0.0001574526,0.0001890887],"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":[0.00004806733,0.0001294376,0.000003945835,0.0001017111,0.00005388732,0.0000307438,0.0009394553,0.000007474564,0.0002182887,0.04179794,0.7279506,0.2287185],"study_design_scores_gemma":[0.000311182,0.0001301602,0.00069477,0.0002328347,0.0000142573,0.0000395637,0.00008907901,0.0003865391,0.0001608652,0.0004725784,0.9971451,0.0003230931],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"other","genre_gemma":"other","genre_scores_codex":[0.0006084554,0.002268292,0.01595819,0.006121125,0.00030901,0.001443981,0.0005683962,0.00149717,0.9712254],"genre_scores_gemma":[0.1275903,0.002049066,0.00272724,0.00210051,0.0009247312,0.000002174311,0.001719698,0.006602068,0.8562842],"genre_candidate":"other","genre_consensus":"other","teacher_disagreement_score":0.2691945,"threshold_uncertainty_score":0.999957,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01880430004574907,"score_gpt":0.2230282188277818,"score_spread":0.2042239187820327,"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."}}