{"id":"W6931733575","doi":"10.5281/zenodo.6989173","title":"Databases and web-based software tools for HR-pyPopStar models and MEGASTAR library","year":2022,"lang":"en","type":"article","venue":"Zenodo (CERN European Organization for Nuclear Research)","topic":"Gestational Diabetes Research and Management","field":"Medicine","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"Fractal Systems (Canada)","funders":"","keywords":"Atlas (anatomy); Software; Galaxy; Spectral resolution; High resolution; Resolution (logic)","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":[0.002454698,0.002508621,0.001896945,0.003737758,0.0007976358,0.004040359,0.005637518,0.00173684,0.08380445],"category_scores_gemma":[0.008125884,0.001859471,0.002899519,0.00360774,0.0006053483,0.004348588,0.004444052,0.003168397,0.07039221],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0009608045,"about_ca_system_score_gemma":0.001655699,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.004187673,"about_ca_topic_score_gemma":0.00302255,"domain_scores_codex":[0.9985535,0.0001963219,0.0002878373,0.0004281562,0.0003797261,0.0001545419],"domain_scores_gemma":[0.9971206,0.001158677,0.000219109,0.0007844815,0.0004435467,0.0002736709],"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":[0.001573063,0.0005333361,0.004502829,0.004399358,0.0006311527,0.0009927793,0.0006686746,0.01350054,0.006926785,0.0191899,0.7931404,0.1539412],"study_design_scores_gemma":[0.0007141081,0.0001262347,0.003944629,0.0005403453,0.0002014507,0.0006443239,0.0002132074,0.05565627,0.01628892,0.02850167,0.8928264,0.000342542],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"software","genre_gemma":"software","genre_scores_codex":[0.002732971,0.0005602542,0.2023897,0.0003389931,0.000231458,0.0004932749,0.163064,0.6184184,0.01177098],"genre_scores_gemma":[0.0238701,0.001134656,0.2312108,0.0007652586,0.0001491792,0.002676469,0.5268201,0.199066,0.01430746],"genre_candidate":"software","genre_consensus":"software","teacher_disagreement_score":0.08380445,"threshold_uncertainty_score":0.2803538,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.06466475672357705,"score_gpt":0.2622441303940373,"score_spread":0.1975793736704603,"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."}}