{"id":"W2079867198","doi":"10.1155/2014/574270","title":"Implementation and Test of a LED-Based Lamp for a Lighthouse","year":2014,"lang":"en","type":"article","venue":"International Journal of Photoenergy","topic":"Impact of Light on Environment and Health","field":"Environmental Science","cited_by":1,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"Institute of Musculoskeletal Health and Arthritis; Centre National de la Recherche Scientifique","keywords":"LED lamp; Light-emitting diode; Computer science; Realization (probability); Light source; Power consumption; Power (physics); Automotive engineering; Work (physics); Telecommunications; Embedded system; Environmental science; Electrical engineering; Engineering; Optics; Mechanical engineering; Physics","routes":{"ca_aff":false,"ca_fund":true,"ca_venue":false,"about_ca":false,"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":[0.0005675109,0.0003296948,0.0003415213,0.0003960214,0.0003560547,0.0005446058,0.0008950321,0.0008078591,0.002310476],"category_scores_gemma":[0.0006146934,0.0001843077,0.0003874595,0.0002895137,0.0002791569,0.0005229892,0.0005631435,0.0004429807,0.0007417105],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.000453723,"about_ca_system_score_gemma":0.0005388619,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0004812124,"about_ca_topic_score_gemma":0.0007443888,"domain_scores_codex":[0.9995591,0.00004243011,0.00001903951,0.00009369788,0.0002370302,0.00004867245],"domain_scores_gemma":[0.9996333,0.00006077136,0.00003165255,0.00009167245,0.0001346655,0.00004789587],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"bench_or_experimental","study_design_gemma":"bench_or_experimental","study_design_scores_codex":[0.0001219328,0.0001849656,0.001322486,0.0002139894,0.00001773036,0.0002911832,0.0002109311,0.0008546516,0.9755976,0.0006554472,0.0003655071,0.0201636],"study_design_scores_gemma":[0.00003234332,0.001069426,0.003817021,0.00002452011,0.00002716286,0.0001864001,0.00007837948,0.003709696,0.982518,0.0001065025,0.008407284,0.00002326786],"study_design_candidate":"bench_or_experimental","study_design_consensus":"bench_or_experimental","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9143219,0.0002125177,0.07693718,0.0001454825,0.0001374709,0.0004856896,0.000405835,0.002013794,0.005340228],"genre_scores_gemma":[0.9399977,0.0002003919,0.0507675,0.00007288864,0.00002019373,0.0003267452,0.0002487903,0.0001899025,0.008176008],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.002310476,"threshold_uncertainty_score":0.007729352,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.007420020349255065,"score_gpt":0.2866582300634173,"score_spread":0.2792382097141623,"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."}}