{"id":"W6911783967","doi":"10.5281/zenodo.14662258","title":"Amphiphala liatriana Roberts and Sabourin 2024, new species","year":2024,"lang":"en","type":"article","venue":"Zenodo (CERN European Organization for Nuclear Research)","topic":"Diatoms and Algae Research","field":"Materials Science","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Scape; Tuft; Aedeagus; Orange (colour); Taxonomy (biology)","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":[0.0002100064,0.0005576113,0.0003039933,0.001756973,0.001819675,0.0006210716,0.0006708484,0.0006832213,0.008976923],"category_scores_gemma":[0.0003099736,0.0002402309,0.0002306318,0.0008469534,0.0007699428,0.001091289,0.001156191,0.0008110123,0.002956261],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0003962578,"about_ca_system_score_gemma":0.0004849119,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.004476034,"about_ca_topic_score_gemma":0.009720691,"domain_scores_codex":[0.9998078,0.00002464772,0.00002609209,0.00005869186,0.00006340356,0.00001939924],"domain_scores_gemma":[0.9998769,0.00001906663,0.00003911464,0.00001302671,0.00002996019,0.00002205568],"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":[0.0005906922,0.0002249845,0.02054222,0.001172698,0.0001066869,0.006519099,0.004263154,0.0005122328,0.04821942,0.003223874,0.0131941,0.9014307],"study_design_scores_gemma":[0.0002287423,0.0009810562,0.3092047,0.001140342,0.0003015416,0.06572769,0.005333402,0.002034582,0.004587499,0.002364109,0.6079664,0.0001299289],"study_design_candidate":"observational","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.5423328,0.03131492,0.005988387,0.001664452,0.001265268,0.0008583369,0.001694633,0.001674761,0.4132064],"genre_scores_gemma":[0.9526714,0.00949657,0.01081311,0.001122693,0.0004799306,0.0002942614,0.002179184,0.00004399659,0.02289878],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.008976923,"threshold_uncertainty_score":0.03003085,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.0315296785161996,"score_gpt":0.2533772349193356,"score_spread":0.221847556403136,"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."}}