{"id":"W4401251797","doi":"10.1007/978-3-319-99675-2_9574-1","title":"Collective Impact","year":2022,"lang":"en","type":"book-chapter","venue":"","topic":"Community Health and Development","field":"Health Professions","cited_by":18,"is_retracted":false,"has_abstract":false,"ca_institutions":"Impact","funders":"","keywords":"Computer science","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":[0.001210539,0.0005832574,0.000396897,0.001096562,0.003659238,0.007663285,0.001058237,0.00195564,0.1325281],"category_scores_gemma":[0.002381516,0.0002601011,0.0004345967,0.0009669127,0.003263501,0.004885021,0.005750025,0.003095031,0.02959054],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.003399971,"about_ca_system_score_gemma":0.00393193,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.005391421,"about_ca_topic_score_gemma":0.01309484,"domain_scores_codex":[0.9989385,0.0002218483,0.00002228023,0.0001462847,0.0005144097,0.0001566132],"domain_scores_gemma":[0.9992328,0.0001486516,0.00003328665,0.0001722204,0.0002304139,0.0001828137],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"theoretical_or_conceptual","study_design_gemma":"not_applicable","study_design_scores_codex":[0.000009073069,0.00003691696,0.0001551713,0.00006989478,0.000003946289,0.0000402101,0.001711714,0.0001611109,0.0001795143,0.692448,0.2310311,0.07415333],"study_design_scores_gemma":[0.00000189753,0.000006367418,0.000234219,0.00008448675,0.000002126717,0.0000310992,0.000727719,0.00004717659,0.00005857151,0.05010337,0.9486998,0.000003136681],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"other","genre_gemma":"other","genre_scores_codex":[0.0003093199,0.0005056906,0.0005319713,0.001605615,0.000455759,0.00001478111,0.00001886545,0.00002203043,0.996536],"genre_scores_gemma":[0.01393237,0.0007400906,0.0005101392,0.001052831,0.0002902666,0.00005127382,0.00005753671,0.00004478784,0.9833207],"genre_candidate":"other","genre_consensus":"other","teacher_disagreement_score":0.1325281,"threshold_uncertainty_score":0.4433507,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.1532854909682019,"score_gpt":0.4812967010435977,"score_spread":0.3280112100753958,"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."}}