{"id":"W4230828267","doi":"10.5040/9781350981683","title":"Collapse","year":2018,"lang":"en","type":"other","venue":"Collapse","topic":"","field":"","cited_by":0,"is_retracted":false,"has_abstract":false,"ca_institutions":"","funders":"","keywords":"Geology; Mathematics","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":["metaepi_narrow","insufficient_payload"],"consensus_categories":["insufficient_payload"],"category_scores_codex":[0.0002351409,0.0006194828,0.0006719163,0.0007092646,0.00008643381,0.0001008934,0.0007344007,0.0007453387,0.09533418],"category_scores_gemma":[0.000187939,0.0006226234,0.0001718466,0.001005066,0.000393737,0.00003640799,0.0002241267,0.000173179,0.5064745],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.000257762,"about_ca_system_score_gemma":0.0003902383,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.000155755,"about_ca_topic_score_gemma":0.001369908,"domain_scores_codex":[0.9975717,0.0001231547,0.0003007948,0.0007835042,0.0005782778,0.0006425385],"domain_scores_gemma":[0.9976031,0.00004120632,0.0003995862,0.00152562,0.0001342361,0.0002962393],"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":[0.00004167559,0.00007821882,0.00008470842,0.00004496851,0.0001453055,0.00007498111,0.00003808678,1.358123e-7,0.0001542161,0.0005097159,0.9987099,0.0001180438],"study_design_scores_gemma":[0.0008693513,0.0000863798,0.00002228445,0.000199763,0.0001078328,0.0000191664,0.0000208186,0.000009793689,0.0001238541,0.0001098425,0.9977171,0.0007138344],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"other","genre_gemma":"other","genre_scores_codex":[0.00005301347,0.001742274,0.000009139492,0.0000398089,0.002178539,0.001003265,0.0008418321,0.001949137,0.992183],"genre_scores_gemma":[0.0001138672,0.00006335522,0.001067426,0.0001585186,0.002983463,0.0001187541,0.0001553086,0.004923482,0.9904158],"genre_candidate":"other","genre_consensus":"other","teacher_disagreement_score":0.4111403,"threshold_uncertainty_score":0.9996225,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.0161371047744749,"score_gpt":0.2663901139952603,"score_spread":0.2502530092207854,"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."}}