{"id":"W6969375508","doi":"10.5683/sp3/cjawgt","title":"OLab4 TTalk service source code","year":2023,"lang":"en","type":"dataset","venue":"Borealis","topic":"Cell Image Analysis Techniques","field":"Biochemistry, Genetics and Molecular Biology","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"Bow Valley College; University of Calgary","funders":"","keywords":"Source code; Service (business); Interface (matter); Code (set theory); User interface; Natural (archaeology)","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":[],"consensus_categories":[],"category_scores_codex":[0.001468772,0.002801315,0.00130302,0.004458815,0.0009269808,0.002588497,0.003516625,0.001644943,0.1194119],"category_scores_gemma":[0.007805173,0.000889877,0.001646549,0.00507089,0.000602942,0.001422382,0.002354835,0.002022381,0.1645306],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001320047,"about_ca_system_score_gemma":0.002380671,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.01894899,"about_ca_topic_score_gemma":0.03534011,"domain_scores_codex":[0.9988175,0.0001957024,0.0001472048,0.0003799956,0.0002920533,0.0001675041],"domain_scores_gemma":[0.997965,0.0006260498,0.0001333961,0.0005622996,0.0004455834,0.0002677455],"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":[0.00009516818,0.0000282723,0.0006750079,0.000595833,0.00003371324,0.00003618079,0.00003077091,0.0006462183,0.0002567346,0.000399205,0.9931788,0.004024091],"study_design_scores_gemma":[0.0003549794,0.0000326286,0.002172131,0.0002489457,0.00004229411,0.0001358819,0.0001073295,0.001823222,0.0009487013,0.002608117,0.9914813,0.00004444788],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"dataset","genre_gemma":"software","genre_scores_codex":[0.0002344231,0.00006953758,0.0004114599,0.00006518821,0.00003365819,0.00002919952,0.9958824,0.002549441,0.0007248114],"genre_scores_gemma":[0.0004188989,0.0000408746,0.0007694916,0.00003586795,0.000004852672,0.0001282114,0.9977308,0.0003471569,0.0005238435],"genre_candidate":"software","genre_consensus":null,"teacher_disagreement_score":0.1194119,"threshold_uncertainty_score":0.3994725,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01098348842941161,"score_gpt":0.2767624457152989,"score_spread":0.2657789572858873,"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."}}