{"id":"W7095948241","doi":"","title":"PRESENTED IN PARTIAL FULLFILMENT OF THE REQUIREMENTS FOR THE MASTER IN EARTH SCIENCES BY","year":2014,"lang":"en","type":"article","venue":"","topic":"Intellectual Property and Patents","field":"Business, Management and Accounting","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Diffuser (optics); Subject (documents)","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":["insufficient_payload"],"category_scores_codex":[0.002034692,0.001157204,0.002408204,0.002147322,0.002431198,0.007098757,0.001370788,0.002924002,0.7768404],"category_scores_gemma":[0.007412796,0.0004650574,0.001232333,0.002157193,0.001225812,0.002729309,0.004996764,0.002756311,0.6662848],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.002794345,"about_ca_system_score_gemma":0.006766562,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.005641002,"about_ca_topic_score_gemma":0.01115437,"domain_scores_codex":[0.9984329,0.0001691725,0.0001490424,0.0002837153,0.0007509092,0.0002141851],"domain_scores_gemma":[0.9953822,0.0005657557,0.0001239708,0.0005996611,0.002177898,0.001150474],"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":[0.00007792762,0.00006378727,0.0004800887,0.0003400064,0.00001175374,0.0001312721,0.0002449538,0.0001260285,0.001200898,0.006141547,0.9128736,0.07830811],"study_design_scores_gemma":[0.000006781116,0.00001581637,0.0007165948,0.0001015194,0.000003106652,0.00003182025,0.0001138339,0.00006101857,0.00009246434,0.0006798835,0.9981728,0.000004406921],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"other","genre_gemma":"other","genre_scores_codex":[0.001369579,0.002523732,0.002362598,0.022304,0.0205279,0.0007495646,0.007166266,0.0009185189,0.9420779],"genre_scores_gemma":[0.002227449,0.0008631456,0.0006353375,0.00106177,0.0008894931,0.0001306959,0.001040381,0.0002552748,0.9928964],"genre_candidate":"other","genre_consensus":"other","teacher_disagreement_score":0.2231596,"threshold_uncertainty_score":0.31831,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.195651203616087,"score_gpt":0.2559877096172172,"score_spread":0.06033650600113027,"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."}}