{"id":"W7018924314","doi":"","title":"Episode 22: it's time to shittalk #ONELXN","year":2018,"lang":"en","type":"other","venue":"Bulletin of Miscellaneous Information (Royal Gardens Kew)","topic":"","field":"","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Gloom; Work (physics); Period (music); Margin (machine learning)","routes":{"ca_aff":false,"ca_fund":false,"ca_venue":false,"about_ca":true,"invisible_to_affiliation_only":true},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":["insufficient_payload"],"consensus_categories":["insufficient_payload"],"category_scores_codex":[0.0006228283,0.0003790606,0.0003479636,0.000391456,0.007282186,0.004716003,0.0009406136,0.002596744,0.4880476],"category_scores_gemma":[0.003433397,0.0003443967,0.0002470717,0.0006231495,0.0006930824,0.002360054,0.00311965,0.003685453,0.1951465],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.006412869,"about_ca_system_score_gemma":0.005991074,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.3042082,"about_ca_topic_score_gemma":0.6975021,"domain_scores_codex":[0.9989518,0.00006958791,0.00002153649,0.00007021401,0.0004230039,0.0004638002],"domain_scores_gemma":[0.9984781,0.0000671443,0.00006288097,0.00007209195,0.0005245924,0.0007952657],"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":[0.00001247223,0.000005167524,0.0001217064,0.00001542006,5.58932e-7,0.00004866132,0.0004621434,0.000004200102,0.00005319733,0.001029144,0.9957688,0.002478632],"study_design_scores_gemma":[0.000003893269,0.000004218798,0.001032969,0.00002407074,6.69834e-7,0.00001497157,0.0009822181,0.000005719995,0.00005148241,0.0001097522,0.9977664,0.000003628503],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"other","genre_gemma":"other","genre_scores_codex":[0.002619393,0.0003329467,0.0002008817,0.01768391,0.002246801,0.0002011737,0.005237208,0.0004501909,0.9710274],"genre_scores_gemma":[0.005446791,0.0001032476,0.00003716785,0.002310526,0.0001538594,0.0000364708,0.0009327572,0.0002387521,0.9907404],"genre_candidate":"other","genre_consensus":"other","teacher_disagreement_score":0.5119524,"threshold_uncertainty_score":0.730238,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.00601237599743723,"score_gpt":0.1954076848919624,"score_spread":0.1893953088945252,"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."}}