{"id":"W6950349839","doi":"10.5281/zenodo.6001203","title":"AgnostiqHQ/covalent: v0.24.8","year":2022,"lang":"en","type":"other","venue":"Zenodo (CERN European Organization for Nuclear Research)","topic":"Geophysics and Gravity Measurements","field":"Earth and Planetary Sciences","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"Agnostiq (Canada)","funders":"","keywords":"Set (abstract data type); Work (physics); Relation (database); Product (mathematics)","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":[0.002569283,0.003869451,0.002819808,0.002953883,0.002317994,0.004917407,0.008834436,0.003510338,0.6551473],"category_scores_gemma":[0.006278988,0.00453961,0.001982466,0.002543352,0.001209777,0.004534971,0.005131253,0.004418435,0.6682937],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.002015573,"about_ca_system_score_gemma":0.001422166,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.004709948,"about_ca_topic_score_gemma":0.005508448,"domain_scores_codex":[0.9982619,0.000223647,0.0001136228,0.0004865668,0.0006780402,0.0002362688],"domain_scores_gemma":[0.9975781,0.0004999629,0.0001642118,0.001073417,0.0004035662,0.0002807018],"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":[0.0002064307,0.00003188651,0.0002571505,0.0006492598,0.00007797009,0.00006279429,0.00004819479,0.0002912314,0.002774089,0.005255688,0.972451,0.01789435],"study_design_scores_gemma":[0.000140302,0.00002164112,0.0004203391,0.00008243976,0.00003142182,0.0001942082,0.00002036281,0.0005700073,0.01205019,0.004594763,0.9817734,0.0001008482],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"software","genre_gemma":"software","genre_scores_codex":[0.001298094,0.0007449996,0.06739195,0.000608171,0.001251179,0.0003211345,0.240199,0.5881703,0.1000151],"genre_scores_gemma":[0.01648794,0.0007646066,0.02605823,0.001248045,0.0003111078,0.0009712342,0.2522628,0.5445786,0.1573174],"genre_candidate":"software","genre_consensus":"software","teacher_disagreement_score":0.6551473,"threshold_uncertainty_score":0.4918905,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.03817728657283394,"score_gpt":0.2146362146915749,"score_spread":0.176458928118741,"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."}}