{"id":"W7084098683","doi":"10.64628/aam.xgqmmwax7","title":"Online algorithms could help save the planet with just a few small tweaks","year":2025,"lang":"en","type":"article","venue":"","topic":"Digital and Traditional Archives Management","field":"Arts and Humanities","cited_by":0,"is_retracted":false,"has_abstract":false,"ca_institutions":"Université de Montréal","funders":"","keywords":"Online algorithm; Planet; Key (lock); Algorithm design; The Internet","routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"about_ca":false,"invisible_to_affiliation_only":false},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.003998863,0.00166007,0.001009322,0.002432335,0.002717044,0.008086991,0.002706061,0.002859831,0.1314811],"category_scores_gemma":[0.03979469,0.000643842,0.0009650495,0.003379449,0.001952554,0.01585677,0.003333936,0.004387008,0.07199476],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0012462,"about_ca_system_score_gemma":0.002707123,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.003377444,"about_ca_topic_score_gemma":0.005726363,"domain_scores_codex":[0.9978815,0.0006720668,0.0001250113,0.0004209517,0.0007174163,0.0001829731],"domain_scores_gemma":[0.9778426,0.00856843,0.0007317673,0.007581068,0.003646828,0.001629164],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"simulation_or_modeling","study_design_scores_codex":[0.0007252298,0.0004491466,0.001558454,0.0003488218,0.00008201039,0.0001939888,0.0002846721,0.007038848,0.004400763,0.05886079,0.3182897,0.6077675],"study_design_scores_gemma":[0.000308104,0.0002793346,0.001005027,0.0002783116,0.00009233121,0.0003427643,0.000790323,0.03636861,0.004497543,0.2179229,0.7379936,0.0001212152],"study_design_candidate":"simulation_or_modeling","study_design_consensus":null,"genre_codex":"methods","genre_gemma":"empirical","genre_scores_codex":[0.03334152,0.005817858,0.5753811,0.05607183,0.02636565,0.0006835366,0.004001593,0.05637358,0.2419634],"genre_scores_gemma":[0.1929515,0.003747897,0.5740498,0.006498468,0.006184935,0.0003991259,0.007287975,0.01443655,0.1944437],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.1314811,"threshold_uncertainty_score":0.4398482,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.04343135593011231,"score_gpt":0.2211736505494571,"score_spread":0.1777422946193448,"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."}}