{"id":"W4405603056","doi":"10.1080/01615440.2024.2441076","title":"Recent advances in social metabolism research: Sources and methods","year":2024,"lang":"en","type":"article","venue":"Historical Methods A Journal of Quantitative and Interdisciplinary History","topic":"Sustainability and Ecological Systems Analysis","field":"Environmental Science","cited_by":1,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Prince Edward Island; University of Saskatchewan","funders":"Canada Research Chairs","keywords":"Data science; Computer science","routes":{"ca_aff":true,"ca_fund":true,"ca_venue":false,"about_ca":false,"invisible_to_affiliation_only":false},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.01128851,0.0001644183,0.0006158295,0.0004378326,0.000282025,0.0000296388,0.000192603,0.0001215044,0.0005950438],"category_scores_gemma":[0.001166958,0.0001204886,0.0001654936,0.0006213125,0.0007568027,0.000669768,0.0004983263,0.0007520053,0.000006136109],"about_ca_system_candidate":true,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.003937856,"about_ca_system_score_gemma":0.00004710969,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00004947358,"about_ca_topic_score_gemma":0.00005027246,"domain_scores_codex":[0.9946309,0.003625287,0.0007189722,0.0003863512,0.0003383698,0.0003000965],"domain_scores_gemma":[0.9972707,0.002196887,0.0001911254,0.00009025498,0.00007961471,0.0001713866],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"not_applicable","study_design_scores_codex":[0.0004148498,0.0002560604,0.0007923063,0.0001728208,0.00008649129,0.0001864557,0.04215898,0.00003923541,0.003408088,0.008250597,0.01664008,0.9275941],"study_design_scores_gemma":[0.0001500378,0.0005778908,0.003909494,0.00005460987,0.00005514289,0.0000427701,0.006639019,0.0006851147,0.00002219208,0.0498075,0.9379038,0.000152484],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"review","genre_gemma":"methods","genre_scores_codex":[0.07798988,0.8430666,0.06393981,0.004549692,0.001716207,0.0002163822,0.000001497343,0.00002163631,0.008498343],"genre_scores_gemma":[0.1647712,0.05489019,0.7738217,0.0003198441,0.0009122092,0.00009344495,0.000001337859,0.00008498334,0.005105125],"genre_candidate":"review","genre_consensus":null,"teacher_disagreement_score":0.9274415,"threshold_uncertainty_score":0.9998859,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.1433060172151786,"score_gpt":0.4820434925590593,"score_spread":0.3387374753438807,"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."}}