{"id":"W6912630454","doi":"10.5281/zenodo.6046285","title":"AgnostiqHQ/covalent: v0.24.13","year":2022,"lang":"en","type":"other","venue":"Zenodo (CERN European Organization for Nuclear Research)","topic":"","field":"","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"Agnostiq (Canada)","funders":"","keywords":"Process (computing); Work (physics); Identification (biology)","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":[0.002708172,0.004154381,0.002233198,0.002305732,0.001745543,0.006009429,0.01000612,0.004201593,0.6267789],"category_scores_gemma":[0.01256523,0.003594475,0.002526018,0.002011786,0.001591863,0.0068678,0.005763222,0.004468295,0.6426052],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.002132552,"about_ca_system_score_gemma":0.001762675,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.008358224,"about_ca_topic_score_gemma":0.00722078,"domain_scores_codex":[0.997494,0.0003183996,0.0001420174,0.0005422065,0.001101602,0.0004018474],"domain_scores_gemma":[0.9949409,0.001036871,0.0002423192,0.002083795,0.001233877,0.0004622859],"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":[0.0003546006,0.00004557613,0.000407259,0.0004519823,0.00004999033,0.00006775686,0.00004848889,0.0004673148,0.001022604,0.003894526,0.9833777,0.009812164],"study_design_scores_gemma":[0.0003480329,0.00006293089,0.0008817114,0.0001436521,0.00004195712,0.0002029546,0.0000512157,0.001778435,0.01366796,0.007432756,0.9751697,0.0002186488],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"software","genre_gemma":"software","genre_scores_codex":[0.0008721104,0.0002484218,0.02511109,0.0004037323,0.0005680936,0.000191675,0.1535514,0.7646552,0.05439828],"genre_scores_gemma":[0.01466189,0.0002581558,0.01573804,0.001031089,0.0002183052,0.0005293931,0.219275,0.6786895,0.06959864],"genre_candidate":"software","genre_consensus":"software","teacher_disagreement_score":0.6267789,"threshold_uncertainty_score":0.5323546,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.03470876988800962,"score_gpt":0.2458275018601487,"score_spread":0.2111187319721391,"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."}}