{"id":"W6912836113","doi":"10.5281/zenodo.7549420","title":"himesh13/Tagman_Phase2: v1.1.0","year":2023,"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":"Dalhousie University","funders":"","keywords":"Process (computing); Identification (biology); Product (mathematics); Work (physics)","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":[0.002687321,0.002776323,0.002082981,0.002105159,0.001407176,0.004686253,0.006722365,0.0027496,0.577328],"category_scores_gemma":[0.005896005,0.0025552,0.001629428,0.002338899,0.0009809911,0.003961224,0.003944277,0.00248595,0.7062392],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001390748,"about_ca_system_score_gemma":0.001868151,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.004614887,"about_ca_topic_score_gemma":0.005927598,"domain_scores_codex":[0.9983594,0.0002884325,0.0001024644,0.0002959022,0.0006727627,0.0002810696],"domain_scores_gemma":[0.9967392,0.0005442306,0.0001544142,0.001331717,0.0008056784,0.0004246088],"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":[0.0003608684,0.00003640567,0.0001746696,0.0005315528,0.00003135253,0.00003056072,0.00006207116,0.0007670179,0.002347124,0.004147708,0.9658571,0.02565351],"study_design_scores_gemma":[0.0001051536,0.00004143954,0.0001823995,0.0000668884,0.00001691846,0.00006225197,0.00002186052,0.001327101,0.006530076,0.003057527,0.9885223,0.00006609842],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"software","genre_gemma":"software","genre_scores_codex":[0.001303209,0.000590498,0.08076855,0.000554442,0.0007340063,0.0006175697,0.1766494,0.5375057,0.2012767],"genre_scores_gemma":[0.01022317,0.0004628171,0.04551969,0.000985784,0.0002299049,0.001125072,0.3172088,0.4218447,0.2024],"genre_candidate":"software","genre_consensus":"software","teacher_disagreement_score":0.577328,"threshold_uncertainty_score":0.6028904,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.04114740733574004,"score_gpt":0.2671355346322696,"score_spread":0.2259881272965296,"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."}}