{"id":"W4288096486","doi":"10.30682/aa2208f","title":"To make it even better","year":2022,"lang":"en","type":"article","venue":"ARCHALP","topic":"Ecology, Conservation, and Geographical Studies","field":"Environmental Science","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"International Society of Oncology Pharmacy Practitioners","keywords":"Architectural engineering; Order (exchange); Computer science; Construction engineering; Engineering; Business","routes":{"ca_aff":false,"ca_fund":true,"ca_venue":false,"about_ca":false,"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":[0.005185753,0.001533067,0.0007602039,0.001354739,0.008272024,0.01760078,0.001835747,0.006917131,0.1203586],"category_scores_gemma":[0.01479582,0.0005405549,0.001164239,0.0009049989,0.008038349,0.01901702,0.01343774,0.01208485,0.101548],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.003167931,"about_ca_system_score_gemma":0.006049503,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.007418166,"about_ca_topic_score_gemma":0.01155869,"domain_scores_codex":[0.9922227,0.002037891,0.0002679624,0.001439775,0.002748293,0.001283443],"domain_scores_gemma":[0.9924421,0.0009648574,0.0004207962,0.001456283,0.002607337,0.00210862],"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":[0.00003321611,0.00008066009,0.0006273244,0.0001908097,0.00002727422,0.0001450947,0.005405278,0.00007073228,0.0007032698,0.1036383,0.8147171,0.07436094],"study_design_scores_gemma":[0.000003907218,0.00001529975,0.0001670057,0.000113357,0.000005175186,0.00009847005,0.001286463,0.00001893557,0.0001014875,0.00698413,0.9911942,0.00001152306],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"other","genre_gemma":"other","genre_scores_codex":[0.003758423,0.01451785,0.0113809,0.3688393,0.05250696,0.0001418838,0.0003835589,0.001608933,0.5468622],"genre_scores_gemma":[0.03594717,0.008584502,0.01016432,0.1964385,0.009293429,0.0001623516,0.0005032412,0.001594099,0.7373123],"genre_candidate":"other","genre_consensus":"other","teacher_disagreement_score":0.1203586,"threshold_uncertainty_score":0.4026398,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01381576641833794,"score_gpt":0.2284618394786147,"score_spread":0.2146460730602768,"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."}}