{"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":"codex-gemma-dda1882f352a","candidate_categories":["metaresearch","insufficient_payload"],"consensus_categories":["insufficient_payload"],"category_scores_codex":[0.08191986,0.0001988482,0.001150057,0.0001842609,0.0005954489,0.000452445,0.001983933,0.00004162804,0.00586529],"category_scores_gemma":[0.004249258,0.0001215856,0.0004975043,0.001826374,0.00002215301,0.0001376299,0.0001962034,0.0001785532,0.004711532],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0000717685,"about_ca_system_score_gemma":0.00003594678,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00001276562,"about_ca_topic_score_gemma":7.594663e-7,"domain_scores_codex":[0.9825885,0.006968029,0.004598341,0.001114827,0.004481519,0.0002488025],"domain_scores_gemma":[0.9899763,0.003001291,0.003555201,0.003020021,0.0003425161,0.0001046485],"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":[0.000008109985,0.00009679597,0.001916592,0.00001149078,0.00005837748,8.613223e-7,0.0004986257,0.001308723,0.02780949,0.007525762,0.888593,0.07217217],"study_design_scores_gemma":[0.00009798934,0.00003405208,0.0002332815,0.000002446723,0.00006446976,0.00000855615,0.0002927832,0.0480134,0.001385269,0.01133558,0.9383566,0.0001755958],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"methods","genre_gemma":"empirical","genre_scores_codex":[0.008136689,0.0007022371,0.9790003,0.001798333,0.0001237065,0.001159071,0.00001322205,0.00002896399,0.009037506],"genre_scores_gemma":[0.95441,0.000006119323,0.02094845,0.0008168845,0.0001057988,0.00111234,0.00004008815,0.00002146124,0.02253883],"genre_candidate":"methods","genre_consensus":null,"teacher_disagreement_score":0.9580518,"threshold_uncertainty_score":0.9960634,"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."}}