{"id":"W6930262978","doi":"10.5281/zenodo.12253199","title":"Prowirl","year":2024,"lang":"en","type":"other","venue":"Zenodo (CERN European Organization for Nuclear Research)","topic":"Reliability and Agreement in Measurement","field":"Decision Sciences","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Nucleofection; Limiting; Field (mathematics); Noise (video); Work (physics); Subpoena","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":["scholarly_communication","insufficient_payload"],"consensus_categories":["insufficient_payload"],"category_scores_codex":[0.003954298,0.0002298909,0.0002778862,0.0007066948,0.0006714606,0.002185073,0.002400903,0.0001678229,0.2563159],"category_scores_gemma":[0.002580548,0.0001831465,0.0001375003,0.00100113,0.0002060064,0.0001077905,0.001708103,0.0004275876,0.3434216],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001315834,"about_ca_system_score_gemma":0.000005225276,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00001663082,"about_ca_topic_score_gemma":0.000001021942,"domain_scores_codex":[0.9955273,0.0005746967,0.0004861857,0.0009438908,0.002103647,0.000364229],"domain_scores_gemma":[0.9978498,0.0000400171,0.0002073142,0.001208915,0.0005117468,0.0001821562],"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":[0.00000799586,0.00006640152,4.21994e-7,0.00006926711,0.00004058068,0.00001067286,0.0002094083,0.000002932113,0.00009572638,0.003494179,0.9119329,0.08406945],"study_design_scores_gemma":[0.0001372489,0.0001049869,0.00001259363,0.0001369134,0.00001878927,0.00001861465,0.0001796988,0.00003653063,0.00002528871,0.003523788,0.9955994,0.000206078],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"other","genre_gemma":"other","genre_scores_codex":[0.00001749453,0.000634403,0.001711791,0.00144035,0.0005679909,0.0006421178,0.0003160302,0.001267478,0.9934024],"genre_scores_gemma":[0.001615431,0.0001305794,0.0003452675,0.0001775073,0.0005876392,6.034059e-8,0.0004050743,0.007638153,0.9891003],"genre_candidate":"other","genre_consensus":"other","teacher_disagreement_score":0.08710562,"threshold_uncertainty_score":0.9988508,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.1706779805591923,"score_gpt":0.3463615684099742,"score_spread":0.1756835878507819,"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."}}