{"id":"W2313396559","doi":"10.1177/1477153511429425","title":"The future looks bright","year":2011,"lang":"en","type":"article","venue":"Lighting Research & Technology","topic":"Science, Research, and Medicine","field":"Medicine","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"National Research Council Canada","funders":"","keywords":"Aeronautics; Engineering","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":[0.003188682,0.0001457851,0.0002588287,0.0008773868,0.0009725295,0.00003402555,0.0009347143,0.0003247249,0.0002318239],"category_scores_gemma":[0.001653534,0.00007897018,0.00006836255,0.00208281,0.002369943,0.00006268549,0.0004172782,0.001899652,0.0003294081],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001116435,"about_ca_system_score_gemma":0.0003825683,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0001347493,"about_ca_topic_score_gemma":0.0000927837,"domain_scores_codex":[0.9964831,0.000125309,0.0002868967,0.0004911969,0.001209748,0.001403761],"domain_scores_gemma":[0.9975864,0.0002977349,0.00005037392,0.001080224,0.0006683715,0.000316918],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"not_applicable","study_design_scores_codex":[0.0005349239,0.0004278977,0.05133903,0.0001147349,0.0001478602,0.001788272,0.003838982,5.243291e-8,0.0353128,0.1445546,0.05989161,0.7020493],"study_design_scores_gemma":[0.001696881,0.001905998,0.02959649,0.0002468061,0.00002593091,0.0007983614,0.0110978,0.0000912035,0.1583249,0.02298707,0.7729964,0.0002322153],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.7595363,0.009272758,0.00007666992,0.07325553,0.0007501736,0.001199915,0.000002048381,0.0006842624,0.1552223],"genre_scores_gemma":[0.9806737,0.001024325,0.0007407149,0.0002594265,0.0009173104,0.00009329861,0.000002477576,0.0000293805,0.01625942],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.7131047,"threshold_uncertainty_score":0.8732153,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.0719109401749712,"score_gpt":0.3833814402255852,"score_spread":0.3114705000506141,"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."}}