{"id":"W6950311465","doi":"10.5281/zenodo.6326407","title":"AgnostiqHQ/covalent: v0.28.2","year":2022,"lang":"en","type":"other","venue":"Zenodo (CERN European Organization for Nuclear Research)","topic":"Oceanographic and Atmospheric Processes","field":"Earth and Planetary Sciences","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"Agnostiq (Canada)","funders":"","keywords":"Identification (biology); Product (mathematics); Process (computing); Term (time)","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":[0.001971952,0.003633269,0.002231805,0.003078951,0.001527113,0.005835699,0.005816857,0.00360475,0.5604981],"category_scores_gemma":[0.006682582,0.002768613,0.002488837,0.002953441,0.0008134262,0.00703661,0.004426276,0.004995451,0.6918954],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001915158,"about_ca_system_score_gemma":0.001641331,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.004343539,"about_ca_topic_score_gemma":0.008308279,"domain_scores_codex":[0.9984462,0.0002059725,0.0001327536,0.0004047742,0.0006163094,0.0001940787],"domain_scores_gemma":[0.9982216,0.0003562545,0.0001141051,0.0006456915,0.0004397667,0.0002225056],"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":[0.00006384249,0.00001841424,0.00008451482,0.000416459,0.00002480032,0.00003202899,0.00002269996,0.0003527431,0.0009038222,0.00713633,0.9473919,0.04355243],"study_design_scores_gemma":[0.00002635044,0.00001325586,0.00009612484,0.00006177422,0.000009997922,0.00008136556,0.000005715277,0.0007360745,0.001679939,0.006244744,0.9910102,0.00003449137],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"software","genre_gemma":"software","genre_scores_codex":[0.0008286302,0.002987426,0.1396999,0.0031445,0.004666162,0.0004094477,0.1485148,0.4750283,0.2247209],"genre_scores_gemma":[0.01043677,0.003165605,0.09640556,0.003756717,0.001460249,0.0009651692,0.2298181,0.2617285,0.3922634],"genre_candidate":"software","genre_consensus":"software","teacher_disagreement_score":0.5604981,"threshold_uncertainty_score":0.6268961,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01840095528663113,"score_gpt":0.2017908507697961,"score_spread":0.183389895483165,"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."}}