{"id":"W7052414197","doi":"","title":"Review: Absolutely Fantastic COME FROM AWAY at PPAC","year":2019,"lang":"en","type":"article","venue":"HELIN Digital Commons","topic":"Magnetic confinement fusion research","field":"Physics and Astronomy","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Premise; QUIET; Ridiculous; Night sky; Sound (geography); Shut down; Absolute (philosophy); Set (abstract data type)","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":"codex-gemma-dda1882f352a","candidate_categories":["insufficient_payload"],"consensus_categories":["insufficient_payload"],"category_scores_codex":[0.00008295258,0.0001715093,0.0002844075,0.00004220107,0.00007649582,0.0001271744,0.0003457058,0.00002603939,0.2420088],"category_scores_gemma":[0.00001915186,0.0001591666,0.000141349,0.0001454235,0.00004753697,0.00005615924,0.0005156393,0.0001883993,0.01063135],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00001318178,"about_ca_system_score_gemma":0.00004791455,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0004571308,"about_ca_topic_score_gemma":0.00007743525,"domain_scores_codex":[0.99874,0.00003203863,0.0003070989,0.0002889304,0.0002958016,0.0003360897],"domain_scores_gemma":[0.9988025,0.0002951309,0.0000750484,0.0005983726,0.00006534137,0.0001635756],"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":[0.00005392923,0.0004003214,0.1824331,0.0002594443,0.0001194929,0.000008489697,0.00005325688,0.000003982383,0.001825922,0.001982709,0.6333649,0.1794945],"study_design_scores_gemma":[0.0006053193,0.0000852501,0.009762884,0.0004655879,0.00002137503,7.330599e-7,0.00005921514,0.0002821524,0.0002090566,0.0003791605,0.9878575,0.0002717364],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"other","genre_gemma":"empirical","genre_scores_codex":[0.2561523,0.002831678,0.00009908454,0.00212603,0.0001897913,0.0007957062,0.001130579,0.00005522536,0.7366196],"genre_scores_gemma":[0.9648899,0.0001075675,0.00003367076,0.0003646113,0.000108571,0.00004207813,0.0006638404,0.00002159442,0.03376821],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.7087376,"threshold_uncertainty_score":0.990139,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01404452692568972,"score_gpt":0.2603501634034201,"score_spread":0.2463056364777304,"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."}}