{"id":"W4411384537","doi":"10.1080/17524032.2025.2507001","title":"Livelihoods and Lifecycles: Dialogs of Sustainability in Film and Video of the Canadian Forest Products Industry","year":2025,"lang":"en","type":"article","venue":"Environmental Communication","topic":"Participatory Visual Research Methods","field":"Social Sciences","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"Thompson Rivers University","funders":"","keywords":"Livelihood; Sustainability; Business; Film industry; Geography; Movie theater; Agriculture; Art","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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.002362121,0.0006044103,0.0002397692,0.00187966,0.01804401,0.008076632,0.001155883,0.001553316,0.006301716],"category_scores_gemma":[0.006322142,0.0003132522,0.0001832425,0.002151877,0.009624281,0.002687153,0.003514819,0.002527858,0.0003379897],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.02595945,"about_ca_system_score_gemma":0.0175004,"about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_topic_score_codex":0.826055,"about_ca_topic_score_gemma":0.9291757,"domain_scores_codex":[0.9980665,0.0009114055,0.00003270154,0.0001714815,0.0003871817,0.0004307828],"domain_scores_gemma":[0.995832,0.002557532,0.0002885899,0.0001139254,0.000669724,0.0005382214],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"qualitative","study_design_gemma":"qualitative","study_design_scores_codex":[0.00004343079,0.00004050234,0.00405991,0.0001130797,0.000006167138,0.0005354527,0.9738114,0.0000560072,0.001120391,0.003416597,0.004827071,0.01196994],"study_design_scores_gemma":[0.000007675808,0.0000188344,0.00876418,0.0002018644,0.00001352608,0.0001220974,0.9180335,0.00009740118,0.0004739109,0.0003987466,0.0718431,0.00002520853],"study_design_candidate":"qualitative","study_design_consensus":"qualitative","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.8338659,0.001859223,0.001030335,0.00724802,0.000152851,0.0001445053,0.0004964794,0.00003971493,0.1551629],"genre_scores_gemma":[0.9803601,0.001524708,0.0008008522,0.0007659234,0.0000363519,0.00006927385,0.0001635357,0.00003099431,0.01624826],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.173945,"threshold_uncertainty_score":0.3499386,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.1364841130007029,"score_gpt":0.4846331401503821,"score_spread":0.3481490271496791,"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."}}