{"id":"W7111784826","doi":"","title":"Lightvessels","year":2014,"lang":"en","type":"other","venue":"Research Explorer (The University of Manchester)","topic":"","field":"","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Buoy; Channel (broadcasting); Work (physics); Water channel","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":["insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.0009165407,0.0008750082,0.0003766867,0.001823034,0.003441676,0.005815643,0.001064754,0.001288648,0.5197521],"category_scores_gemma":[0.002380118,0.0003654198,0.0005341768,0.001424602,0.0009779996,0.003801837,0.005389898,0.001698824,0.2848451],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001490637,"about_ca_system_score_gemma":0.001793527,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.007494128,"about_ca_topic_score_gemma":0.02802,"domain_scores_codex":[0.9990698,0.000100046,0.00002440499,0.0001695518,0.0004629755,0.0001733195],"domain_scores_gemma":[0.998178,0.0001459847,0.00004640471,0.0002165632,0.000535082,0.0008779618],"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":[0.00007148683,0.0000417341,0.0006734714,0.0001075939,0.000002973625,0.0001787291,0.000945201,0.00004834781,0.0005694605,0.01446041,0.8921831,0.09071756],"study_design_scores_gemma":[0.000002155452,0.00000514614,0.0002110947,0.00002759122,6.60447e-7,0.00006135127,0.0002082295,0.00001429373,0.0001158525,0.0005739194,0.998776,0.000003617038],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"other","genre_gemma":"other","genre_scores_codex":[0.001797224,0.0004824631,0.001316463,0.001452051,0.001176172,0.00004885142,0.001669489,0.001792277,0.9902651],"genre_scores_gemma":[0.004700657,0.0002670448,0.0006535951,0.0003719857,0.0001297548,0.0000303662,0.0008788225,0.001310619,0.9916571],"genre_candidate":"other","genre_consensus":"other","teacher_disagreement_score":0.5197521,"threshold_uncertainty_score":0.6850153,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.09322420603340581,"score_gpt":0.3061879533748379,"score_spread":0.2129637473414321,"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."}}