{"id":"W7135638638","doi":"","title":"Guttersnipe","year":2010,"lang":"en","type":"other","venue":"Explore Bristol Research","topic":"","field":"","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Selection (genetic algorithm); Rework; Process (computing); Troubleshooting; Work (physics)","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","research_integrity","insufficient_payload"],"consensus_categories":["insufficient_payload"],"category_scores_codex":[0.002432693,0.0005362153,0.0006487119,0.002790242,0.0001644235,0.0002190084,0.002012147,0.001155563,0.08169518],"category_scores_gemma":[0.0008945588,0.0005262548,0.0002060975,0.001313697,0.001240331,0.00009680833,0.0006643448,0.004833302,0.5315608],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0003103297,"about_ca_system_score_gemma":0.0004009913,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.002236128,"about_ca_topic_score_gemma":0.001969968,"domain_scores_codex":[0.9928284,0.0007087786,0.0003469004,0.00122309,0.003159801,0.001732983],"domain_scores_gemma":[0.9961282,0.0002301003,0.0001805342,0.002562133,0.0003423791,0.0005566641],"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":[0.00004902241,0.0001390617,0.00005893916,0.0001082672,0.00007446884,0.0002580949,0.0002627841,3.835559e-8,0.002809767,0.0003002196,0.9925961,0.003343218],"study_design_scores_gemma":[0.0004069163,0.00007447677,0.00003029131,0.0002932665,0.00001112468,0.00001964985,0.0002093698,0.00000646801,0.0004168391,0.0002312143,0.9977753,0.0005250887],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"other","genre_gemma":"other","genre_scores_codex":[0.0001163162,0.002339866,0.00001517631,0.0004019157,0.0008528262,0.001160296,0.000231024,0.002636886,0.9922457],"genre_scores_gemma":[0.000608905,0.0001733921,0.0008418737,0.00004820697,0.002832935,0.0004263906,0.0001911544,0.01611746,0.9787597],"genre_candidate":"other","genre_consensus":"other","teacher_disagreement_score":0.4498656,"threshold_uncertainty_score":0.9997189,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.2426272469995523,"score_gpt":0.454025828842337,"score_spread":0.2113985818427846,"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."}}