{"id":"W1598330047","doi":"10.1002/9780470086087.ch43","title":"When Life Gives You Lemons","year":2006,"lang":"en","type":"other","venue":"","topic":"Biotechnology and Related Fields","field":"Medicine","cited_by":2,"is_retracted":false,"has_abstract":true,"ca_institutions":"Queen's University","funders":"","keywords":"Differential (mechanical device); Computer science; Physics; Thermodynamics","routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"about_ca":false,"invisible_to_affiliation_only":false},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":["research_integrity","insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.0000216958,0.000145224,0.0002662755,0.0001989843,0.00001823951,0.000002615316,0.00007234402,0.008569947,0.01075019],"category_scores_gemma":[0.00001597986,0.0000989194,0.00007782341,0.00005508729,0.0001300226,0.000004365871,0.00002672442,0.001846012,0.0007300634],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.000006482766,"about_ca_system_score_gemma":0.00005093579,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0003502191,"about_ca_topic_score_gemma":0.0001309063,"domain_scores_codex":[0.999479,0.000006572302,0.0001063623,0.0001891224,0.0000714716,0.00014748],"domain_scores_gemma":[0.9995808,0.000006707738,0.00004712655,0.0002996558,0.000007458982,0.00005822684],"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":[0.000005956531,0.00004348432,0.0001477778,0.00003804863,0.0001681048,0.00003767652,0.000007756728,2.034223e-8,0.0000260492,0.003274236,0.9952621,0.0009888079],"study_design_scores_gemma":[0.00039206,0.00005009623,0.0001072842,0.0001462309,0.0001323136,0.00002666756,0.00001816276,0.000002212768,0.0001177399,0.0001275966,0.9987634,0.0001162598],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"other","genre_gemma":"other","genre_scores_codex":[0.000004304571,0.004557041,0.0004101006,0.04238301,0.000279625,0.0001663409,0.000006489702,0.000734178,0.9514589],"genre_scores_gemma":[0.0001741423,0.0008313071,0.001709196,0.00199521,0.0003394594,0.000003754511,0.00004853775,0.0001595002,0.9947389],"genre_candidate":"other","genre_consensus":"other","teacher_disagreement_score":0.04327998,"threshold_uncertainty_score":0.9927171,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.007692187654781621,"score_gpt":0.2277550271846297,"score_spread":0.2200628395298481,"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."}}