{"id":"W4404829165","doi":"10.3390/su162310415","title":"Harnessing Community Science to Support Implementation and Success of Nature-Based Solutions","year":2024,"lang":"en","type":"article","venue":"Sustainability","topic":"Community Health and Development","field":"Health Professions","cited_by":4,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Victoria","funders":"","keywords":"Business; Process management; Computer science; Knowledge management; Engineering management; 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":"codex-gemma-dda1882f352a","candidate_categories":["sts"],"consensus_categories":[],"category_scores_codex":[0.007663345,0.0001056281,0.0001799232,0.0003492496,0.003183043,0.00003566236,0.0002774525,0.0001036614,0.0001702577],"category_scores_gemma":[0.001425169,0.00009867593,0.00002775548,0.00113152,0.0003756385,0.0002620132,0.0005366229,0.001236825,0.000004959682],"about_ca_system_candidate":true,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001825995,"about_ca_system_score_gemma":0.01253625,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.005958736,"about_ca_topic_score_gemma":0.003828805,"domain_scores_codex":[0.9974708,0.0009130635,0.0004937625,0.0002144983,0.0002946057,0.0006132858],"domain_scores_gemma":[0.9967983,0.001094775,0.0000721207,0.0005321955,0.001233382,0.0002692045],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0002020146,0.0003467196,0.7074911,0.01750005,0.00001637339,0.000006390414,0.05922985,0.00003375838,0.0004774009,0.08142975,0.003808567,0.129458],"study_design_scores_gemma":[0.0004350214,0.0001990041,0.901665,0.000189975,0.00001430264,7.772937e-7,0.06775465,0.0002424469,0.0003953343,0.01616207,0.01277633,0.0001651336],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9851573,0.0001162296,0.001575025,0.01038456,0.0003785622,0.001419078,0.00004506249,0.0001043109,0.0008198798],"genre_scores_gemma":[0.9981166,0.000003045009,0.0005526089,0.001051931,0.00002108845,0.000150047,0.00002884956,0.000008466519,0.00006742083],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.1941738,"threshold_uncertainty_score":0.9981147,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.06398561206940669,"score_gpt":0.5185986333440137,"score_spread":0.454613021274607,"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."}}