{"id":"W3146289874","doi":"10.14288/1.0108665","title":"AMS lighter footprint strategy","year":2014,"lang":"en","type":"article","venue":"cIRcle (University of British Columbia)","topic":"Biotechnology and Related Fields","field":"Medicine","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Footprint; Computer science; Geography; Archaeology","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":[],"consensus_categories":[],"category_scores_codex":[0.001179938,0.0006053789,0.0002229261,0.001456536,0.002899178,0.00523164,0.00147115,0.002427194,0.1927534],"category_scores_gemma":[0.002236828,0.0002221676,0.0003779745,0.001144417,0.0009317585,0.002037738,0.00375986,0.002647342,0.04812689],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.004663717,"about_ca_system_score_gemma":0.006562144,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.02260276,"about_ca_topic_score_gemma":0.0332294,"domain_scores_codex":[0.9980013,0.0001807235,0.00004651257,0.0002282544,0.001142486,0.0004007804],"domain_scores_gemma":[0.9988176,0.00008914847,0.0000496902,0.0001325189,0.0005487449,0.0003622689],"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":[0.00009799282,0.0001338787,0.00230165,0.000167565,0.00001234665,0.0003434352,0.0009247452,0.000226534,0.001487888,0.2463669,0.5849238,0.1630133],"study_design_scores_gemma":[0.000003480605,0.00001227282,0.0006236536,0.00002169439,0.000001348641,0.00004545715,0.0001728032,0.00005440223,0.0002658444,0.001559815,0.9972351,0.000004053781],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"other","genre_gemma":"other","genre_scores_codex":[0.004856725,0.0005091387,0.001841346,0.008337902,0.0009194725,0.0001354492,0.001044415,0.0006004042,0.9817553],"genre_scores_gemma":[0.04409757,0.0005081006,0.002311264,0.006796461,0.0002672948,0.0001485546,0.001147194,0.0002887188,0.9444348],"genre_candidate":"other","genre_consensus":"other","teacher_disagreement_score":0.1927534,"threshold_uncertainty_score":0.6448245,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.006062786580274022,"score_gpt":0.1699695587141574,"score_spread":0.1639067721338834,"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."}}