{"id":"W3134537259","doi":"10.1007/s10109-021-00347-5","title":"2020 JGS Best Paper Award and the Editors’ Choice Paper Volume 23(1)","year":2021,"lang":"en","type":"editorial","venue":"Journal of Geographical Systems","topic":"Mental Health and Patient Involvement","field":"Health Professions","cited_by":0,"is_retracted":false,"has_abstract":false,"ca_institutions":"McMaster University","funders":"","keywords":"Volume (thermodynamics); Regional science; Geography; Thermodynamics; Physics","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":"codex-gemma-dda1882f352a","candidate_categories":["metaepi_narrow","research_integrity"],"consensus_categories":["research_integrity"],"category_scores_codex":[0.005342067,0.0005603512,0.001838085,0.000218955,0.001275699,0.0001209207,0.000679631,0.002034491,0.0004224275],"category_scores_gemma":[0.001224273,0.0003272612,0.0006145491,0.000493777,0.0003386207,0.0002762134,0.0003203398,0.006202059,0.0001396952],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0002728404,"about_ca_system_score_gemma":0.001210463,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.003894422,"about_ca_topic_score_gemma":0.0003958048,"domain_scores_codex":[0.9891965,0.00300894,0.00338255,0.0004997585,0.002887998,0.001024257],"domain_scores_gemma":[0.9874739,0.006329281,0.002945787,0.000592283,0.001675238,0.0009834889],"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":[0.0004449728,0.0001469302,0.01185897,0.003789033,0.0003003375,0.00004450446,0.0004037064,0.000001907879,0.000003257306,0.00006240815,0.9827976,0.0001464272],"study_design_scores_gemma":[0.004322913,0.0006444509,0.0005359352,0.007394047,0.0003509261,0.00001323349,0.001593331,0.00001919233,1.049555e-7,0.00006943218,0.9847463,0.0003100728],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"editorial","genre_gemma":"editorial","genre_scores_codex":[0.002062071,0.02285655,0.000009959232,0.005177091,0.9672201,0.001497035,0.0002636134,0.00002048755,0.0008931286],"genre_scores_gemma":[0.001424249,0.009709053,0.00002863943,0.001243976,0.9830284,0.0001828993,0.0003422969,0.00007426915,0.003966269],"genre_candidate":"editorial","genre_consensus":"editorial","teacher_disagreement_score":0.01580829,"threshold_uncertainty_score":0.9999179,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.04008228159289513,"score_gpt":0.3585676272107586,"score_spread":0.3184853456178635,"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."}}