{"id":"W6967354327","doi":"10.48660/24020040","title":"Zero Metallicity with Zero CPU Hours","year":2024,"lang":"en","type":"other","venue":"PIRSA","topic":"","field":"","cited_by":0,"is_retracted":false,"has_abstract":false,"ca_institutions":"Perimeter Institute","funders":"","keywords":"Zero (linguistics); Zero-point energy; Metallicity; Zero crossing; Stage (stratigraphy)","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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0004412782,0.001642957,0.0008655731,0.001793067,0.0009639059,0.002528742,0.002118208,0.001267764,0.2565382],"category_scores_gemma":[0.003209678,0.0005395683,0.0009884165,0.001711105,0.0006746755,0.002578111,0.002758858,0.001070988,0.2319094],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0007184059,"about_ca_system_score_gemma":0.0006165513,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.003386348,"about_ca_topic_score_gemma":0.003272685,"domain_scores_codex":[0.999404,0.00004957401,0.00002194739,0.0002036957,0.0001910581,0.0001298189],"domain_scores_gemma":[0.9990174,0.0001384655,0.00005548079,0.0004747518,0.0001740037,0.0001398676],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"not_applicable","study_design_gemma":"simulation_or_modeling","study_design_scores_codex":[0.0004603711,0.00008503877,0.002152303,0.0003734473,0.0000518122,0.000184649,0.0000879534,0.003247038,0.00200969,0.03706792,0.8665187,0.08776109],"study_design_scores_gemma":[0.0003083005,0.00004429357,0.001289624,0.00009791803,0.00003552299,0.0001844233,0.00007082462,0.01369157,0.006825041,0.06376346,0.9136257,0.00006328716],"study_design_candidate":"simulation_or_modeling","study_design_consensus":null,"genre_codex":"other","genre_gemma":"other","genre_scores_codex":[0.01520953,0.0004075858,0.04213327,0.001326604,0.001561814,0.0001621883,0.1311603,0.1518369,0.6562019],"genre_scores_gemma":[0.1313736,0.0006188514,0.07699114,0.001217556,0.0009736989,0.0004035218,0.2296243,0.1158501,0.4429471],"genre_candidate":"other","genre_consensus":"other","teacher_disagreement_score":0.2565382,"threshold_uncertainty_score":0.8582058,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01935054289012853,"score_gpt":0.2608909810584747,"score_spread":0.2415404381683462,"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."}}