{"id":"W6966607342","doi":"10.4224/23000105","title":"The big flip","year":2012,"lang":"en","type":"article","venue":"NPARC","topic":"","field":"","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"Herzberg Institute of Astrophysics","funders":"","keywords":"","routes":{"ca_aff":true,"ca_fund":false,"ca_venue":true,"about_ca":false,"invisible_to_affiliation_only":false},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":["insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.0138717,0.0009191206,0.001531677,0.002087333,0.00669073,0.01105818,0.002539358,0.006969338,0.3111909],"category_scores_gemma":[0.06728241,0.0009488541,0.0009397348,0.0007948773,0.004154314,0.006081669,0.007595323,0.007791761,0.2563002],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0027669,"about_ca_system_score_gemma":0.009901242,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.002174848,"about_ca_topic_score_gemma":0.006851807,"domain_scores_codex":[0.983147,0.003547738,0.0006923585,0.001513746,0.008961281,0.002137985],"domain_scores_gemma":[0.920069,0.00606095,0.001654173,0.01322101,0.04345411,0.01554071],"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":[0.00005055286,0.0000286451,0.0002598968,0.00009614413,0.000008866555,0.0001334036,0.00006572731,0.00003003315,0.0004084289,0.007508024,0.953422,0.03798833],"study_design_scores_gemma":[0.00001502452,0.00001574108,0.0006744324,0.0001193798,0.0000078768,0.0002399637,0.0001783121,0.0001336148,0.0004548114,0.006619294,0.9915161,0.00002536482],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"other","genre_gemma":"other","genre_scores_codex":[0.003693111,0.002659529,0.004871333,0.1692977,0.1956084,0.0005340261,0.001172102,0.001838357,0.6203254],"genre_scores_gemma":[0.01982568,0.001576305,0.002521716,0.02691383,0.02023609,0.0001983725,0.0007955639,0.0009995808,0.9269328],"genre_candidate":"other","genre_consensus":"other","teacher_disagreement_score":0.3111909,"threshold_uncertainty_score":0.9825025,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.0342140765283032,"score_gpt":0.2653875079589588,"score_spread":0.2311734314306556,"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."}}