{"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":"metacan-v3-hybrid-931329e0061c","candidate_categories":["insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.001110919,0.001927867,0.0009536685,0.003389772,0.002993375,0.006759676,0.002551582,0.001575967,0.7395496],"category_scores_gemma":[0.006200267,0.0006856442,0.001115805,0.002058269,0.001338792,0.004522048,0.005962346,0.002596222,0.6871986],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001900678,"about_ca_system_score_gemma":0.002795883,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00961658,"about_ca_topic_score_gemma":0.01617372,"domain_scores_codex":[0.9989181,0.0001302903,0.00003917575,0.0001743517,0.0005190239,0.0002190838],"domain_scores_gemma":[0.9979985,0.0002072279,0.0000709238,0.0005128622,0.0006733935,0.0005370628],"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":[0.00003452657,0.00002951859,0.0001378957,0.00006781288,0.000003764008,0.0000351827,0.00004175536,0.000103223,0.00008569441,0.01359146,0.956888,0.02898122],"study_design_scores_gemma":[0.00001407336,0.000005858139,0.0002618546,0.00006418797,0.000002972797,0.0000500528,0.00003171582,0.0002000802,0.0002300113,0.006891856,0.9922343,0.00001296842],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"other","genre_gemma":"other","genre_scores_codex":[0.0004331623,0.000252553,0.003140802,0.0007298616,0.000827464,0.0001011046,0.0139275,0.01407602,0.9665114],"genre_scores_gemma":[0.006222026,0.0003507833,0.001798726,0.0006952964,0.0003360862,0.000143471,0.01971886,0.01230594,0.9584287],"genre_candidate":"other","genre_consensus":"other","teacher_disagreement_score":0.2604504,"threshold_uncertainty_score":0,"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."}}