{"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":"codex-gemma-dda1882f352a","candidate_categories":["sts","research_integrity","insufficient_payload"],"consensus_categories":["insufficient_payload"],"category_scores_codex":[0.0005744666,0.0002717852,0.0004569087,0.000246595,0.002237439,0.000003622339,0.0002531935,0.0003537317,0.3907405],"category_scores_gemma":[0.00007178158,0.0002290606,0.0001484448,0.0000514795,0.00002647223,0.00003188804,0.0006229997,0.002950999,0.003468031],"about_ca_system_candidate":true,"about_ca_system_consensus":true,"about_ca_system_score_codex":0.005243645,"about_ca_system_score_gemma":0.01486289,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.001243878,"about_ca_topic_score_gemma":0.001112359,"domain_scores_codex":[0.9981974,0.0001939122,0.0005408814,0.0002312474,0.0003362763,0.0005003199],"domain_scores_gemma":[0.997736,0.001014182,0.0002635564,0.0005368728,0.0001466237,0.0003027538],"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":[0.0001545383,0.00001968109,0.0003932847,0.0001936616,0.0001106932,0.00001630087,0.006078278,7.417417e-7,1.956721e-7,0.234195,0.7550849,0.003752762],"study_design_scores_gemma":[0.0003731212,0.0001314959,0.0009192729,0.00009062824,0.00001312402,0.000001908382,0.0003609186,0.000002145905,5.135245e-8,0.03285399,0.9650224,0.0002308857],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"other","genre_gemma":"other","genre_scores_codex":[0.00003303522,0.0003112619,0.000009893488,0.001206169,0.0008635372,0.001671055,0.0001240252,0.0001702705,0.9956108],"genre_scores_gemma":[0.0002252371,0.0002950197,0.0001867739,0.005885761,0.0001740195,0.000220812,0.0002100477,0.00006556903,0.9927368],"genre_candidate":"other","genre_consensus":"other","teacher_disagreement_score":0.3872724,"threshold_uncertainty_score":0.9993492,"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."}}