{"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":"codex-gemma-dda1882f352a","candidate_categories":["metaepi_narrow","insufficient_payload"],"consensus_categories":["insufficient_payload"],"category_scores_codex":[0.0002212116,0.000649521,0.0006968732,0.0005133288,0.00002464302,0.0001229968,0.000478818,0.0003829408,0.00801933],"category_scores_gemma":[0.00002739296,0.0004953379,0.000195447,0.0005478603,0.0001847108,0.00005048028,0.0001441137,0.0006072424,0.1935258],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001666669,"about_ca_system_score_gemma":0.0001180761,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.001119179,"about_ca_topic_score_gemma":0.001236149,"domain_scores_codex":[0.9976375,0.00007565824,0.0002062766,0.0008378877,0.0006988948,0.0005438057],"domain_scores_gemma":[0.9985567,0.00002433641,0.0002227778,0.0009695841,0.00003639902,0.0001902199],"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":[0.00002411905,0.00006605657,0.00007103688,0.0001731366,0.0008294099,0.0001769767,0.00009254288,0.000003099805,0.0001482683,0.0009592592,0.9971892,0.0002669177],"study_design_scores_gemma":[0.0003083726,0.00006536396,0.00006067636,0.0006547648,0.000713398,0.00002719015,0.000009287447,0.000003906046,0.0001214123,0.0009083276,0.9964748,0.0006525086],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"other","genre_gemma":"other","genre_scores_codex":[0.0001295881,0.005116813,0.0003974869,0.00007380808,0.0005220258,0.0005237489,0.0009193282,0.002332754,0.9899845],"genre_scores_gemma":[0.006233833,0.00004952614,0.001422941,0.0001462911,0.0004966828,0.00007367499,0.0001191253,0.0060404,0.9854175],"genre_candidate":"other","genre_consensus":"other","teacher_disagreement_score":0.1855065,"threshold_uncertainty_score":0.9997498,"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."}}