{"id":"W4308519485","doi":"10.5334/ijic.icic22435","title":"Environmental Scans: Translating Them into Ongoing Work in Integrated Care Systems","year":2022,"lang":"en","type":"article","venue":"International Journal of Integrated Care","topic":"Medical and Biological Sciences","field":"Medicine","cited_by":1,"is_retracted":false,"has_abstract":true,"ca_institutions":"Public Health Ontario; University of Toronto; Laurentian University","funders":"","keywords":"Work (physics); Computer science; Field (mathematics); Data science; Engineering","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":[0.04492112,0.0009126702,0.000951722,0.006353584,0.002885809,0.01302568,0.003222308,0.002195051,0.006372432],"category_scores_gemma":[0.1853234,0.0007988194,0.0009622015,0.007263483,0.004684639,0.01443035,0.01204668,0.003096788,0.001180791],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.007210362,"about_ca_system_score_gemma":0.01717852,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.02611611,"about_ca_topic_score_gemma":0.04446188,"domain_scores_codex":[0.9519894,0.03517975,0.003391806,0.002713694,0.00504095,0.00168447],"domain_scores_gemma":[0.866152,0.08904731,0.01192672,0.009841298,0.01801586,0.005016781],"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":[0.0003178603,0.0008748886,0.3524463,0.002265794,0.0003777277,0.0005084079,0.08358834,0.001946906,0.0003176646,0.02496099,0.02604811,0.506347],"study_design_scores_gemma":[0.0002129185,0.0009775251,0.3453418,0.01448301,0.001002644,0.0007292212,0.2796271,0.01162194,0.002759248,0.1982769,0.1445143,0.0004533857],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"other","genre_scores_codex":[0.5082026,0.01641699,0.1249454,0.1471161,0.00322789,0.00292673,0.01146749,0.002852445,0.1828443],"genre_scores_gemma":[0.8586327,0.00613084,0.1235444,0.00459681,0.0003377326,0.001872623,0.002152832,0.0003904543,0.002341643],"genre_candidate":"other","genre_consensus":null,"teacher_disagreement_score":0.04492112,"threshold_uncertainty_score":0.2375684,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01921363208775515,"score_gpt":0.2656140446308604,"score_spread":0.2464004125431053,"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."}}