{"id":"W3208935137","doi":"10.5281/zenodo.4274582","title":"xieguigang/mzkit: BioNovoGene Mzkit","year":2020,"lang":"en","type":"article","venue":"Zenodo (CERN European Organization for Nuclear Research)","topic":"Cell Image Analysis Techniques","field":"Biochemistry, Genetics and Molecular Biology","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"Ontario Genomics","funders":"","keywords":"Computer science","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":[0.001619803,0.001906482,0.00174467,0.002211591,0.001092138,0.003583097,0.00521204,0.001145844,0.118114],"category_scores_gemma":[0.005032721,0.002144687,0.001322842,0.001424708,0.0005871324,0.003500744,0.004902232,0.003012185,0.1548058],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001160099,"about_ca_system_score_gemma":0.001664898,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.002005976,"about_ca_topic_score_gemma":0.002732101,"domain_scores_codex":[0.9987249,0.0001099666,0.0001315865,0.0004511653,0.0003918684,0.0001905671],"domain_scores_gemma":[0.998511,0.0002508459,0.0001433365,0.00054852,0.0003728578,0.0001734626],"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":[0.001414199,0.00008706636,0.003370888,0.001674965,0.000266862,0.0003170675,0.0003293778,0.0005825972,0.0374144,0.004754612,0.8552065,0.0945814],"study_design_scores_gemma":[0.0002731574,0.00009847867,0.005168374,0.0002254307,0.0001076977,0.0007412694,0.0001297313,0.006264492,0.08326398,0.008987663,0.8945149,0.0002249157],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"software","genre_gemma":"software","genre_scores_codex":[0.005044133,0.0007013626,0.09804339,0.0004497897,0.0003164284,0.0003129797,0.1044353,0.7769884,0.01370826],"genre_scores_gemma":[0.03333954,0.0009189246,0.1793927,0.001764878,0.0001757188,0.002605261,0.3838943,0.3547269,0.04318188],"genre_candidate":"software","genre_consensus":"software","teacher_disagreement_score":0.118114,"threshold_uncertainty_score":0.3951306,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02528719804124015,"score_gpt":0.2474236511406641,"score_spread":0.222136453099424,"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."}}