{"id":"W4416459797","doi":"10.1080/08941920.2025.2589241","title":"Creating, Sustaining, and Improving Collaboration Across Canadian Biospheres Through the Lens of Collective Impact Theory","year":2025,"lang":"en","type":"article","venue":"Society & Natural Resources","topic":"Sustainability and Climate Change Governance","field":"Environmental Science","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Alberta","funders":"","keywords":"Through-the-lens metering; Lens (geology); Collective action; Economic impact analysis; Government (linguistics)","routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"about_ca":true,"invisible_to_affiliation_only":false},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0004406901,0.0001328942,0.0001410667,0.00000568819,0.0008691074,0.0000962826,0.0002081571,0.0001014954,0.0001274975],"category_scores_gemma":[0.0005273951,0.00008847863,0.0001047411,0.0006516941,0.0007717439,0.0002570999,0.0001685346,0.000176639,8.728323e-7],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001048813,"about_ca_system_score_gemma":0.00015935,"about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_topic_score_codex":0.1133621,"about_ca_topic_score_gemma":0.1734757,"domain_scores_codex":[0.9989554,0.00009640751,0.0001505283,0.0002467082,0.0001839722,0.0003670022],"domain_scores_gemma":[0.9992311,0.0003582397,0.0001313572,0.0001819073,0.00005663237,0.00004074047],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"qualitative","study_design_gemma":"qualitative","study_design_scores_codex":[0.0001739725,0.00004033983,0.2161575,0.0001314639,0.0001585404,0.000002226053,0.7600407,0.0007121529,0.002587238,0.001602075,0.01128856,0.007105238],"study_design_scores_gemma":[0.0003607316,0.00009284344,0.2669506,0.00003923919,0.00003202507,0.000001175315,0.7166383,0.0006119771,0.0008012881,0.004644509,0.009654819,0.0001724881],"study_design_candidate":"qualitative","study_design_consensus":"qualitative","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9903623,0.002408528,0.000006419631,0.00104963,0.0000515837,0.0003059599,0.00005264384,0.00001721735,0.005745683],"genre_scores_gemma":[0.9957669,0.00009530436,0.00009946914,0.0005759808,0.00002061604,0.00001370556,0.000003261533,0.00000682362,0.00341796],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.06011364,"threshold_uncertainty_score":0.8925421,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.006045597466825079,"score_gpt":0.2706468852281443,"score_spread":0.2646012877613192,"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."}}