{"id":"W6949770370","doi":"10.5281/zenodo.16805421","title":"Limnia ottawensis Melander 1920","year":2023,"lang":"en","type":"article","venue":"Open MIND","topic":"Diatoms and Algae Research","field":"Materials Science","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Context (archaeology); Identification (biology); Field (mathematics); Dorsum","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":[0.00006357989,0.0003344511,0.0001276106,0.001191768,0.00185604,0.0003441256,0.000323496,0.0001940097,0.009815025],"category_scores_gemma":[0.0002215646,0.0002351394,0.0001022507,0.0005272344,0.0005418228,0.0005963948,0.0008327723,0.0002639858,0.002689338],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001936646,"about_ca_system_score_gemma":0.001195405,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.2524044,"about_ca_topic_score_gemma":0.5679419,"domain_scores_codex":[0.9999344,0.000003379035,0.000006910213,0.00002581888,0.00001333193,0.00001610491],"domain_scores_gemma":[0.9999129,0.000008295826,0.00002982631,0.000006121908,0.00003001441,0.00001284199],"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":[0.000395018,0.00007612374,0.415852,0.0009610025,0.00009117703,0.003668804,0.006826845,0.0007371663,0.06530571,0.006169776,0.03465564,0.4652606],"study_design_scores_gemma":[0.0000302161,0.00008335838,0.7908851,0.0002575142,0.00007601928,0.002238395,0.001531497,0.0002094742,0.001659956,0.0004642499,0.2025331,0.00003121614],"study_design_candidate":"observational","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.7874369,0.004216246,0.001027717,0.0005435019,0.000168396,0.0002979164,0.005605024,0.00034566,0.2003586],"genre_scores_gemma":[0.9262252,0.003966856,0.001468538,0.0003484164,0.00005124709,0.0001441725,0.002330719,0.00002761143,0.06543727],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.2524044,"threshold_uncertainty_score":0.5018704,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.07505372047408716,"score_gpt":0.3617101747751366,"score_spread":0.2866564543010494,"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."}}