{"id":"W7086771822","doi":"10.1177/036063252205200612","title":"Piece by Piece","year":2022,"lang":"en","type":"article","venue":"Lighting Design + Application","topic":"Meta-analysis and systematic reviews","field":"Decision Sciences","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"","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":[],"consensus_categories":[],"category_scores_codex":[0.01063729,0.001355883,0.00134936,0.002277291,0.002233778,0.01132311,0.002508446,0.006354541,0.1953611],"category_scores_gemma":[0.09051483,0.0005821458,0.001546913,0.001753804,0.002546767,0.004468804,0.004446334,0.01000395,0.1525141],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.002256141,"about_ca_system_score_gemma":0.008459399,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.003843301,"about_ca_topic_score_gemma":0.01003522,"domain_scores_codex":[0.993602,0.001570861,0.0004779971,0.001071356,0.002780908,0.0004968023],"domain_scores_gemma":[0.9380664,0.01398528,0.002925168,0.008817605,0.02753472,0.008670805],"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":[0.00004001632,0.00001189561,0.00007687153,0.0002199821,0.00005147633,0.00007058657,0.0001428667,0.0000425576,0.0003930514,0.002232784,0.9602714,0.03644644],"study_design_scores_gemma":[0.00001727417,0.00001907308,0.0002402609,0.0003568671,0.00002979112,0.0001064559,0.0001634687,0.00003944862,0.0001206721,0.003001558,0.9958877,0.00001736218],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"editorial","genre_gemma":"other","genre_scores_codex":[0.0007553115,0.0103672,0.01100571,0.3761119,0.5176876,0.0003542106,0.00148206,0.001828295,0.08040775],"genre_scores_gemma":[0.01043358,0.01123406,0.0199414,0.2792998,0.1693357,0.0006738292,0.001480183,0.003105089,0.5044963],"genre_candidate":"other","genre_consensus":null,"teacher_disagreement_score":0.1953611,"threshold_uncertainty_score":0.6535481,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.6674605054708315,"score_gpt":0.4940043644466388,"score_spread":0.1734561410241927,"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."}}