{"id":"W7056982047","doi":"","title":"How small changes on a farm can make a big difference to Canada's carbon footprint","year":2021,"lang":"en","type":"other","venue":"Bulletin of Miscellaneous Information (Royal Gardens Kew)","topic":"Magnetic confinement fusion research","field":"Physics and Astronomy","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Carbon footprint; Production (economics); Carbon fibers; Footprint; Agriculture; Ecological footprint","routes":{"ca_aff":false,"ca_fund":false,"ca_venue":false,"about_ca":true,"invisible_to_affiliation_only":true},"retraction":null,"screen":null,"direct_labels":[{"model":"gemma","categories":[],"domain":null,"study_design":"not_applicable","genre":"other","about_ca_system":false,"about_ca_topic":true,"confidence":"low","status":"direct model label, unvalidated"},{"model":"gpt","categories":[],"domain":null,"study_design":"design_other","genre":"other","about_ca_system":false,"about_ca_topic":true,"confidence":"low","status":"direct model label, unvalidated"}],"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0006279219,0.0005948307,0.00024703,0.0007862138,0.006705594,0.004735947,0.0008089854,0.002858829,0.2240662],"category_scores_gemma":[0.002979868,0.0003279518,0.0003883005,0.001352151,0.001313781,0.001796193,0.001316058,0.001884525,0.04288784],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.01263231,"about_ca_system_score_gemma":0.05192444,"about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_topic_score_codex":0.95869,"about_ca_topic_score_gemma":0.9890617,"domain_scores_codex":[0.9992033,0.00003506683,0.00001283675,0.0000466332,0.0004497291,0.0002523981],"domain_scores_gemma":[0.9976552,0.0001608007,0.00002994798,0.0001051184,0.001109728,0.0009391754],"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":[0.00003134569,0.00003859765,0.00121267,0.00005846731,0.000004491272,0.0000805313,0.0001371446,0.0001388646,0.000648168,0.002230217,0.9415532,0.05386636],"study_design_scores_gemma":[0.0000109245,0.00001268906,0.004646177,0.00004406883,0.00000537709,0.00002152987,0.0006644074,0.00009831617,0.0002332446,0.0006517713,0.9935935,0.00001809609],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"other","genre_gemma":"other","genre_scores_codex":[0.005727584,0.001984085,0.001193579,0.07179581,0.002808558,0.0001740797,0.008489498,0.001659114,0.9061677],"genre_scores_gemma":[0.0190983,0.002203508,0.001938847,0.00835949,0.000118035,0.00004113402,0.001885025,0.0003302408,0.9660254],"genre_candidate":"other","genre_consensus":"other","teacher_disagreement_score":0.2240662,"threshold_uncertainty_score":0.7495761,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01002853090627342,"score_gpt":0.1825151721649458,"score_spread":0.1724866412586724,"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."}}