{"id":"W7003563653","doi":"","title":"Imperfection","year":2012,"lang":"en","type":"book","venue":"Directory of Open access Books (OAPEN Foundation)","topic":"Cell Image Analysis Techniques","field":"Biochemistry, Genetics and Molecular Biology","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Relation (database); Ethnic group; Perfection; Identity (music); Buddhism; Interpretation (philosophy); Compensation (psychology)","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":[],"category_scores_codex":[0.002727814,0.0009914445,0.0006695974,0.001281186,0.004173567,0.009970716,0.001430175,0.002269442,0.03102753],"category_scores_gemma":[0.00663672,0.0004849314,0.0007115588,0.0009379994,0.01854198,0.01261662,0.006911994,0.005086618,0.0112248],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.004721342,"about_ca_system_score_gemma":0.003553173,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.004305451,"about_ca_topic_score_gemma":0.003250856,"domain_scores_codex":[0.9964517,0.001044552,0.0001813221,0.000647583,0.001236113,0.0004387984],"domain_scores_gemma":[0.9977235,0.0005647258,0.0002001886,0.0006644366,0.0006209411,0.0002261565],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"theoretical_or_conceptual","study_design_gemma":"not_applicable","study_design_scores_codex":[0.000008286256,0.00000458138,0.00009086489,0.00004264417,0.000004047706,0.00005621563,0.001823645,0.00008230249,0.0000693801,0.9613956,0.02711551,0.009306911],"study_design_scores_gemma":[0.000004486545,0.00001342422,0.0001191476,0.0001331523,0.000004921475,0.0001686561,0.001104453,0.0001343418,0.0001228327,0.2274484,0.7707344,0.00001175883],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"other","genre_gemma":"other","genre_scores_codex":[0.002502992,0.004947457,0.01022851,0.01443526,0.002685427,0.00006243787,0.0001518896,0.0002073207,0.9647788],"genre_scores_gemma":[0.2207578,0.007196098,0.007860972,0.01366804,0.002457869,0.0002246431,0.0004262697,0.0005378891,0.7468703],"genre_candidate":"other","genre_consensus":"other","teacher_disagreement_score":0.9689724,"threshold_uncertainty_score":0.1037974,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.04241067009036247,"score_gpt":0.3908185743816992,"score_spread":0.3484079042913367,"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."}}