{"id":"W6911832355","doi":"10.5281/zenodo.13134081","title":"PurDentix Reviews : Must read || Costs || Reviews","year":2024,"lang":"pl","type":"other","venue":"Zenodo (CERN European Organization for Nuclear Research)","topic":"Historical Linguistics and Language Studies","field":"Arts and Humanities","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Limiting; Filter (signal processing); Scope (computer science); Work (physics); Product (mathematics)","routes":{"ca_aff":false,"ca_fund":false,"ca_venue":false,"about_ca":true,"invisible_to_affiliation_only":true},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":["metaepi_narrow","sts","scholarly_communication","insufficient_payload"],"consensus_categories":["insufficient_payload"],"category_scores_codex":[0.001524589,0.0006008683,0.000963144,0.0004803539,0.003303182,0.002672714,0.001377401,0.0001966016,0.5060614],"category_scores_gemma":[0.002804909,0.0005231399,0.0003749294,0.0003586863,0.0005400736,0.00008603579,0.001671476,0.0009218194,0.4446771],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.000552131,"about_ca_system_score_gemma":0.000004754457,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0001657761,"about_ca_topic_score_gemma":0.00002172346,"domain_scores_codex":[0.9960043,0.0007726525,0.0009742387,0.001029573,0.0005260613,0.0006931206],"domain_scores_gemma":[0.9975754,0.00003073208,0.0004878312,0.0009809277,0.0006143781,0.0003107311],"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":[0.00001288454,0.0001109296,3.147363e-8,0.001412746,0.0001234086,0.00007347512,0.008013643,8.747951e-8,0.00001313303,0.0431164,0.8179154,0.1292079],"study_design_scores_gemma":[0.0002033016,0.00021883,0.000001360688,0.001950219,0.0002583992,0.00002923274,0.0006830939,0.000008107554,8.152014e-7,0.0001187853,0.9959511,0.000576759],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"other","genre_gemma":"other","genre_scores_codex":[0.000001676008,0.1028461,0.0001002637,0.0003781828,0.001920812,0.001384696,0.001137134,0.0005432417,0.8916879],"genre_scores_gemma":[0.0002136254,0.05015719,0.00009652427,0.0003295834,0.004918037,3.572991e-7,0.002317597,0.006522541,0.9354445],"genre_candidate":"other","genre_consensus":"other","teacher_disagreement_score":0.1780357,"threshold_uncertainty_score":0.999722,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.07206811998812936,"score_gpt":0.28054048518427,"score_spread":0.2084723651961407,"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."}}