{"id":"W4360979057","doi":"10.1007/s42532-023-00146-w","title":"The who, what, and how of virtual participation in environmental research","year":2023,"lang":"en","type":"article","venue":"Socio-Ecological Practice Research","topic":"Sustainability and Climate Change Governance","field":"Environmental Science","cited_by":3,"is_retracted":false,"has_abstract":true,"ca_institutions":"McGill University; Brock University","funders":"Natural Sciences and Engineering Research Council of Canada; Canada Research Chairs","keywords":"Environmental research; Psychology; Environmental science; Environmental planning","routes":{"ca_aff":true,"ca_fund":true,"ca_venue":false,"about_ca":false,"invisible_to_affiliation_only":false},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.1348197,0.0004373809,0.000697319,0.002685873,0.01283818,0.03223894,0.002252946,0.005100554,0.005489577],"category_scores_gemma":[0.1239411,0.000807557,0.0008528442,0.001875632,0.04948546,0.03054374,0.02061856,0.005720244,0.0008085673],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.005187739,"about_ca_system_score_gemma":0.009786,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.002751839,"about_ca_topic_score_gemma":0.002617518,"domain_scores_codex":[0.7419956,0.240945,0.002403277,0.004034086,0.005957497,0.004664611],"domain_scores_gemma":[0.800489,0.1607359,0.005791805,0.01330354,0.006111756,0.01356795],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"qualitative","study_design_gemma":"qualitative","study_design_scores_codex":[0.0002353466,0.0002325828,0.02533957,0.001037339,0.0001186204,0.000534933,0.5044228,0.0007656944,0.001072189,0.2827742,0.01208669,0.1713801],"study_design_scores_gemma":[0.00008731706,0.0002210072,0.008289233,0.003542561,0.00008588435,0.0007362135,0.4685984,0.001334153,0.001019788,0.3085557,0.2073713,0.0001585032],"study_design_candidate":"qualitative","study_design_consensus":"qualitative","genre_codex":"other","genre_gemma":"empirical","genre_scores_codex":[0.2601062,0.01371653,0.06940095,0.3212694,0.002662777,0.0005293793,0.0001573024,0.0003337916,0.3318237],"genre_scores_gemma":[0.9794344,0.002355266,0.007330736,0.006015087,0.0003170547,0.0003593054,0.00003046927,0.0001167681,0.004041003],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.1348197,"threshold_uncertainty_score":0.7130033,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.152268034615166,"score_gpt":0.4486665832915053,"score_spread":0.2963985486763392,"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."}}