{"id":"W6929811640","doi":"10.5281/zenodo.10456752","title":"semiautomaticgit/remotior_sensus: v0.3.5","year":2024,"lang":"en","type":"other","venue":"Zenodo (CERN European Organization for Nuclear Research)","topic":"Climate variability and models","field":"Environmental Science","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"Nexen (Canada)","funders":"","keywords":"","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":[0.001676053,0.006109037,0.002004162,0.002299209,0.0007842489,0.004053243,0.005931868,0.002440894,0.2490229],"category_scores_gemma":[0.003751605,0.003025145,0.003094923,0.001847869,0.00110209,0.003293196,0.00445948,0.002836357,0.3090195],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001189925,"about_ca_system_score_gemma":0.001152898,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.01081013,"about_ca_topic_score_gemma":0.01194654,"domain_scores_codex":[0.9986746,0.0001711392,0.00008671934,0.0004247551,0.0004484545,0.0001943649],"domain_scores_gemma":[0.9989519,0.000192937,0.00005355541,0.000475641,0.0002500245,0.00007582864],"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":[0.0003045361,0.0000412923,0.0003845778,0.0005404803,0.000124522,0.00009335265,0.0001300851,0.003944688,0.002889795,0.004896034,0.9415575,0.04509306],"study_design_scores_gemma":[0.0003260943,0.00006232855,0.0007479331,0.0001776634,0.00006494187,0.0002764757,0.0000585278,0.06294174,0.02050893,0.02458986,0.890056,0.0001896305],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"software","genre_gemma":"software","genre_scores_codex":[0.0006001739,0.0001981258,0.08653978,0.0001260243,0.0002431811,0.0001109151,0.03772397,0.8629513,0.01150657],"genre_scores_gemma":[0.02417528,0.0004022625,0.143399,0.0007034719,0.0002471293,0.0007345718,0.2702335,0.5193387,0.04076616],"genre_candidate":"software","genre_consensus":"software","teacher_disagreement_score":0.2490229,"threshold_uncertainty_score":0.8330644,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.03065838339716511,"score_gpt":0.2428428062414015,"score_spread":0.2121844228442364,"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."}}