{"id":"W7028220902","doi":"","title":"Employing qualitative methods for assessing impacts of major projects in Canada","year":2024,"lang":"en","type":"dissertation","venue":"Mspace (University of Manitoba)","topic":"Environmental and Social Impact Assessments","field":"Environmental Science","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"Social Sciences and Humanities Research Council of Canada","keywords":"Qualitative research; Context (archaeology); Sustainability; Qualitative property; Focus group; Qualitative analysis; Field (mathematics)","routes":{"ca_aff":false,"ca_fund":true,"ca_venue":false,"about_ca":true,"invisible_to_affiliation_only":true},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0501587,0.0007158172,0.0008631624,0.006,0.01627634,0.009069717,0.003083993,0.00104768,0.003181257],"category_scores_gemma":[0.0519814,0.0006907847,0.0007394961,0.01075927,0.007777915,0.001934583,0.005392828,0.002343647,0.0003623128],"about_ca_system_candidate":true,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.1573174,"about_ca_system_score_gemma":0.2647092,"about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_topic_score_codex":0.92871,"about_ca_topic_score_gemma":0.9509658,"domain_scores_codex":[0.9615698,0.01943829,0.00152826,0.001921302,0.01218129,0.003361071],"domain_scores_gemma":[0.9314361,0.03300362,0.002061224,0.002336864,0.02874349,0.002418692],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"qualitative","study_design_gemma":"qualitative","study_design_scores_codex":[0.000267959,0.0002120496,0.02361417,0.005386006,0.0001035331,0.001966296,0.7022594,0.005351283,0.006171766,0.04289141,0.01622101,0.1955551],"study_design_scores_gemma":[0.00007666047,0.0002362554,0.03888028,0.006197291,0.0001088303,0.0003009872,0.7114828,0.004281535,0.004223001,0.0126247,0.2213272,0.0002604339],"study_design_candidate":"qualitative","study_design_consensus":"qualitative","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.6071473,0.01095496,0.1249829,0.03030551,0.0008360241,0.03619135,0.01098641,0.0004756159,0.1781199],"genre_scores_gemma":[0.8462608,0.008351597,0.1029879,0.002891381,0.00005423801,0.01630178,0.001473974,0.0001637541,0.02151457],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.1573174,"threshold_uncertainty_score":0.9773923,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.04414725229493989,"score_gpt":0.3592233347765187,"score_spread":0.3150760824815788,"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."}}