{"id":"W4281624633","doi":"10.5489/cuaj.7955","title":"Mental models in practice: Calculus and the future self","year":2022,"lang":"en","type":"editorial","venue":"Canadian Urological Association Journal","topic":"Cognitive Science and Mapping","field":"Computer Science","cited_by":1,"is_retracted":false,"has_abstract":false,"ca_institutions":"Queen's University","funders":"","keywords":"Calculus (dental); Psychology; Medicine","routes":{"ca_aff":true,"ca_fund":false,"ca_venue":true,"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":[0.01026913,0.0032743,0.003171273,0.00477911,0.00392133,0.01193263,0.004237549,0.02543531,0.008269509],"category_scores_gemma":[0.04857284,0.001132352,0.001921208,0.002444504,0.008265345,0.007239399,0.002468488,0.02871732,0.002890368],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.006930025,"about_ca_system_score_gemma":0.008240488,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.01113371,"about_ca_topic_score_gemma":0.02706599,"domain_scores_codex":[0.9947591,0.001758944,0.000602323,0.0004748518,0.002166059,0.0002387252],"domain_scores_gemma":[0.9341465,0.05225039,0.001110976,0.001053147,0.008586166,0.002852752],"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":[0.00002027693,0.000006504064,0.00001271137,0.0001914299,0.00001565905,0.00006086859,0.00005146584,0.00003345652,0.00001013549,0.002648689,0.9916727,0.005276104],"study_design_scores_gemma":[0.00009784889,0.00001998347,0.0002580639,0.001268165,0.00008583989,0.000256777,0.000249415,0.0005267863,0.00006438223,0.01593808,0.9811887,0.00004607799],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"editorial","genre_gemma":"editorial","genre_scores_codex":[0.00004401279,0.02005004,0.0003310281,0.1202385,0.857834,0.00001007604,0.00003950778,0.00004025321,0.001412455],"genre_scores_gemma":[0.001252907,0.01189904,0.0001931794,0.01835734,0.9641848,0.00003093595,0.00001779366,0.0000321051,0.004031967],"genre_candidate":"editorial","genre_consensus":"editorial","teacher_disagreement_score":0.02543531,"threshold_uncertainty_score":0.05430901,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.006525322307927804,"score_gpt":0.2302294035148507,"score_spread":0.2237040812069229,"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."}}