{"id":"W6931042613","doi":"10.5281/zenodo.4309192","title":"Humelo/Prosody-API-Document: Update document","year":2021,"lang":"en","type":"other","venue":"Zenodo (CERN European Organization for Nuclear Research)","topic":"Tuberculosis Research and Epidemiology","field":"Medicine","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"Humber Polytechnic","funders":"","keywords":"Set (abstract data type); Identification (biology); Context (archaeology); Information system; Feature (linguistics)","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":["insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.002631713,0.004021575,0.002202991,0.002827969,0.0009094052,0.006973434,0.003821722,0.002704966,0.6134433],"category_scores_gemma":[0.007407984,0.00184548,0.0015545,0.001974438,0.0008014403,0.006230287,0.004436512,0.002873215,0.7213209],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001143631,"about_ca_system_score_gemma":0.001272343,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00436543,"about_ca_topic_score_gemma":0.002410538,"domain_scores_codex":[0.9982659,0.0002911341,0.0001931963,0.0002636313,0.0007967286,0.0001894979],"domain_scores_gemma":[0.9964939,0.0007657383,0.0001658282,0.0008642727,0.001377596,0.0003326851],"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":[0.0004652108,0.00005992251,0.0001335695,0.0006830153,0.00002586328,0.00007146061,0.00009201574,0.0002004694,0.001561253,0.003132191,0.9453028,0.04827225],"study_design_scores_gemma":[0.0001326339,0.0000507941,0.0003194792,0.0001613013,0.000018277,0.0001347895,0.00003693207,0.0008731799,0.003778854,0.002352594,0.9920745,0.00006666909],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"software","genre_gemma":"other","genre_scores_codex":[0.001377088,0.001021593,0.04886753,0.001167681,0.001671614,0.0008556805,0.2639214,0.4105454,0.2705719],"genre_scores_gemma":[0.007993882,0.0009627616,0.0199931,0.001062102,0.0005900485,0.0008672159,0.3742622,0.2848116,0.309457],"genre_candidate":"other","genre_consensus":null,"teacher_disagreement_score":0.6134433,"threshold_uncertainty_score":0.5513762,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.0310689874079361,"score_gpt":0.2982311889581039,"score_spread":0.2671622015501677,"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."}}