{"id":"W4411618071","doi":"10.51847/2vw9vz9ee4","title":"10.51847/2VW9vz9eE4","year":2000,"lang":"en","type":"article","venue":"Time to knit","topic":"Oil, Gas, and Environmental Issues","field":"Energy","cited_by":1,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"Al-Nahrain University","keywords":"Sulfur; Combustion; Field (mathematics); Environmental science; Environmental chemistry; Waste management; Chemistry; Engineering; Mathematics; Organic chemistry","routes":{"ca_aff":false,"ca_fund":false,"ca_venue":true,"about_ca":false,"invisible_to_affiliation_only":true},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":["insufficient_payload"],"consensus_categories":["insufficient_payload"],"category_scores_codex":[0.00004875977,0.0001312681,0.0001387158,0.00003309816,0.00006088958,0.00002628809,0.0001593518,0.00005827747,0.9969241],"category_scores_gemma":[0.000006168842,0.0001285386,0.00005228322,0.0000819405,0.00003593382,0.00008287484,0.00003305771,0.00005693483,0.9951376],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00003821285,"about_ca_system_score_gemma":0.000003355545,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0003496773,"about_ca_topic_score_gemma":0.000002401267,"domain_scores_codex":[0.9992434,0.00002395674,0.0001264883,0.0002056825,0.0001438607,0.0002566599],"domain_scores_gemma":[0.9995543,0.00001778313,0.00001357402,0.00027743,0.000003983929,0.0001329374],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"not_applicable","study_design_scores_codex":[0.00004520035,0.00005751041,0.0000010815,0.000002955562,0.00001511058,0.000009405608,0.00005046092,0.000759426,0.0003068715,0.000007708779,0.02533466,0.9734096],"study_design_scores_gemma":[0.000171456,0.00009649371,0.0002122509,0.000007124394,0.00001165498,0.000004065485,0.000002804944,0.00006393125,0.0003694226,0.0000129307,0.9988775,0.0001703499],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"other","genre_gemma":"other","genre_scores_codex":[0.01815008,0.000104997,1.027794e-7,0.0001806744,0.000004379419,0.00005843844,0.000005601818,0.0001379931,0.9813578],"genre_scores_gemma":[0.005717465,0.000002460235,0.0001288253,0.0001511039,0.0001863302,0.00001165701,0.00002185047,0.00003292812,0.9937474],"genre_candidate":"other","genre_consensus":"other","teacher_disagreement_score":0.9735429,"threshold_uncertainty_score":0.524165,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.005449336336993454,"score_gpt":0.1681528842188009,"score_spread":0.1627035478818074,"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."}}