{"id":"W3134770952","doi":"","title":"Cheap China Outdoor Led Flood Lights Manufacturers - Liper","year":2007,"lang":"en","type":"article","venue":"American Journal of Human Biology","topic":"Diverse Approaches in Healthcare and Education Studies","field":"Medicine","cited_by":0,"is_retracted":false,"has_abstract":false,"ca_institutions":"McGill University","funders":"","keywords":"China; Business; Geography; Archaeology","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":[],"consensus_categories":[],"category_scores_codex":[0.0005975127,0.0001426323,0.0005369618,0.0002496383,0.0001298057,0.000006399573,0.0001325758,0.00006757545,0.000181882],"category_scores_gemma":[0.00007260338,0.00009776912,0.0001573287,0.0001403483,0.0004977963,0.0000426739,0.00003157008,0.000377116,0.00002681958],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00008773559,"about_ca_system_score_gemma":0.00009936871,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0001177789,"about_ca_topic_score_gemma":0.00001283696,"domain_scores_codex":[0.998811,0.00006648421,0.0005073725,0.00015506,0.0001320983,0.0003279922],"domain_scores_gemma":[0.9989024,0.00007911956,0.0004423634,0.0001744842,0.0001674374,0.0002341692],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.001454834,0.001137416,0.7364779,0.0001000832,0.001820476,0.0003028531,0.02629835,0.000001539046,0.008544542,0.003428718,0.01688585,0.2035474],"study_design_scores_gemma":[0.001725055,0.007211145,0.9252235,0.00007946189,0.00027406,0.000975491,0.01314315,5.338591e-7,0.0052228,0.001293087,0.04457554,0.0002761331],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9904732,0.0003908365,0.0001294716,0.003661925,0.0006216712,0.00009337311,0.000001485104,0.00001518119,0.00461288],"genre_scores_gemma":[0.9952691,0.0001271748,0.001403848,0.001775522,0.001020153,0.000001396604,0.000006080389,0.00001272904,0.0003840431],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.2032713,"threshold_uncertainty_score":0.3986909,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.03290044953909154,"score_gpt":0.3761314816291968,"score_spread":0.3432310320901052,"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."}}