{"id":"W7135157878","doi":"","title":"Facing Current Canadian SI/SF Ecosystem: Building understanding through systems mapping and thinking","year":2023,"lang":"en","type":"article","venue":"OCAD University Open Research Repository (OCAD University)","topic":"Community Development and Social Impact","field":"Economics, Econometrics and Finance","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Investment (military); Social economy; Social system; Social change; Systems thinking; Social innovation; Impact investing","routes":{"ca_aff":false,"ca_fund":false,"ca_venue":false,"about_ca":true,"invisible_to_affiliation_only":true},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":["metaepi_narrow","sts"],"consensus_categories":[],"category_scores_codex":[0.002239,0.0002252329,0.0004760828,0.001782125,0.005174151,0.000988615,0.001404153,0.0002093572,0.000002884796],"category_scores_gemma":[0.0000830092,0.000325252,0.0001037147,0.002286395,0.0001895694,0.001800636,0.0009195927,0.0008110226,0.00009192635],"about_ca_system_candidate":true,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.004668344,"about_ca_system_score_gemma":0.0005216301,"about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_topic_score_codex":0.143457,"about_ca_topic_score_gemma":0.02661553,"domain_scores_codex":[0.9975456,0.0004042826,0.0003008397,0.0006035476,0.0002119881,0.0009337132],"domain_scores_gemma":[0.9985221,0.0002568729,0.0002094813,0.0004292103,0.0001306359,0.0004516841],"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":[0.00002146168,0.00001675231,0.01943736,0.00009963672,0.0001166138,0.0002856096,0.006068493,0.00009687211,0.00004123988,0.9731347,0.0005723952,0.0001088698],"study_design_scores_gemma":[0.001635961,0.00009047963,0.009696088,0.0007389857,0.00002698237,0.00002368484,0.09055638,0.004626859,0.00002892259,0.007600851,0.8840144,0.0009604671],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":null,"genre_codex":"other","genre_gemma":"empirical","genre_scores_codex":[0.359759,0.0003192608,0.001636735,0.0004883339,0.0006012386,0.0006457555,0.00008091398,0.0001124855,0.6363563],"genre_scores_gemma":[0.9764114,0.0008241333,0.0001659675,0.00001135944,0.00006755487,5.324119e-7,0.00002504706,0.00002585915,0.02246814],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.9655339,"threshold_uncertainty_score":0.99992,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.3276991482927796,"score_gpt":0.3120695927757471,"score_spread":0.01562955551703243,"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."}}