{"id":"W6912551153","doi":"10.5281/zenodo.6111366","title":"shmouses/EELSpecNet: v0.1.0-alpha","year":2022,"lang":"en","type":"other","venue":"Zenodo (CERN European Organization for Nuclear Research)","topic":"","field":"","cited_by":1,"is_retracted":false,"has_abstract":true,"ca_institutions":"McMaster University","funders":"","keywords":"Software; Product (mathematics); Identification (biology); Position (finance)","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":[0.0006965532,0.003064703,0.001085618,0.001423064,0.0005508059,0.001653733,0.00401727,0.001570506,0.1927497],"category_scores_gemma":[0.002535927,0.00171596,0.001170096,0.001075074,0.0004764292,0.002800437,0.002520599,0.002169522,0.1865162],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001104887,"about_ca_system_score_gemma":0.00105258,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.01185233,"about_ca_topic_score_gemma":0.0220356,"domain_scores_codex":[0.9996043,0.00002587005,0.0000188571,0.0001359639,0.0001327934,0.00008234824],"domain_scores_gemma":[0.9994674,0.00009314655,0.00003166672,0.0001946966,0.0001323464,0.00008072609],"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":[0.0001735291,0.00002754762,0.0003394915,0.0002320507,0.00004854949,0.00004584617,0.00003676455,0.001993661,0.002505109,0.002581248,0.9629455,0.02907074],"study_design_scores_gemma":[0.0004246017,0.000100063,0.001488558,0.000150038,0.00008138603,0.000275228,0.00003797637,0.06789546,0.03932887,0.01956057,0.8705025,0.0001546484],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"software","genre_gemma":"software","genre_scores_codex":[0.003225114,0.0003943573,0.06506784,0.0003445928,0.0004944922,0.0001778773,0.1657513,0.7194979,0.04504654],"genre_scores_gemma":[0.02938145,0.0004837555,0.07454537,0.0009877802,0.0001491299,0.0008596982,0.4963928,0.2973815,0.09981848],"genre_candidate":"software","genre_consensus":"software","teacher_disagreement_score":0.1927497,"threshold_uncertainty_score":0.6448121,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.03332364799183465,"score_gpt":0.2465296643816388,"score_spread":0.2132060163898041,"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."}}