{"id":"W6931556296","doi":"10.5281/zenodo.7111888","title":"kujaku11/mth5: v0.3.0","year":2022,"lang":"en","type":"other","venue":"Zenodo (CERN European Organization for Nuclear Research)","topic":"Advanced Statistical Methods and Models","field":"Mathematics","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"Centre de Géomatique du Québec","funders":"","keywords":"Append; Key (lock); Phoenix; Window (computing); 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":"codex-gemma-dda1882f352a","candidate_categories":["metaepi_narrow","insufficient_payload"],"consensus_categories":["insufficient_payload"],"category_scores_codex":[0.0006793318,0.0002565877,0.000344059,0.0002912139,0.001194859,0.0002386621,0.001038857,0.0001326603,0.3562388],"category_scores_gemma":[0.00222399,0.0002664574,0.00008517602,0.0003356961,0.0001465313,0.00005846331,0.001571106,0.0005536288,0.004934986],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001716457,"about_ca_system_score_gemma":0.000003968174,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00001053273,"about_ca_topic_score_gemma":4.249302e-7,"domain_scores_codex":[0.9976014,0.0005824133,0.0002896484,0.0005720945,0.0005282877,0.0004260789],"domain_scores_gemma":[0.9985531,0.000121387,0.0002226572,0.0007424115,0.0001623851,0.00019807],"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":[0.00001429715,0.00008598511,3.717239e-8,0.0001329095,0.00004671357,0.00002202216,0.0001437438,0.000002398937,0.00004313921,0.1391039,0.7870566,0.07334825],"study_design_scores_gemma":[0.0002899031,0.0001279559,0.000001076858,0.00004338344,0.00003541937,0.000045103,0.0001135433,0.00007473132,0.000008657371,0.04535368,0.953627,0.000279495],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"other","genre_gemma":"other","genre_scores_codex":[0.000003451948,0.0001051537,0.1775084,0.0001601799,0.0001362769,0.0004838782,0.001093902,0.001503269,0.8190055],"genre_scores_gemma":[0.0001370161,0.0002170584,0.12059,0.0002020975,0.0004724286,2.320946e-7,0.002631714,0.02425444,0.851495],"genre_candidate":"other","genre_consensus":"other","teacher_disagreement_score":0.3513038,"threshold_uncertainty_score":0.9999788,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.1342834935176195,"score_gpt":0.3711670784908713,"score_spread":0.2368835849732518,"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."}}