{"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":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.002002624,0.00004040043,0.00008299881,0.00005730421,0.0002390461,0.00001041009,0.0002504254,0.00009500419,0.000008234782],"category_scores_gemma":[0.002008375,0.00003656606,0.000009996147,0.0001873805,0.001384071,0.00009212765,0.0002403892,0.000228255,1.560637e-7],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.000354391,"about_ca_system_score_gemma":0.0003691557,"about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_topic_score_codex":0.1438648,"about_ca_topic_score_gemma":0.386783,"domain_scores_codex":[0.9981814,0.001308467,0.0001458526,0.0000949596,0.000137585,0.0001317452],"domain_scores_gemma":[0.9992126,0.000310431,0.00005540977,0.0003481848,0.00001407693,0.00005936],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.000005779531,0.0000519518,0.9848446,0.00002557634,0.000003702583,6.35792e-8,0.006681394,0.000009953733,0.0004450881,0.004187991,0.00001908285,0.003724796],"study_design_scores_gemma":[0.0000975512,0.00001248048,0.987111,0.00002769091,0.000004137684,3.653155e-8,0.005594739,0.00005791395,0.0009689604,0.004578582,0.001518822,0.00002807915],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9943635,0.0004821017,0.000002201925,0.002869178,0.000009688646,0.0003965849,0.000005672957,0.000001870096,0.001869238],"genre_scores_gemma":[0.9995194,0.0001729728,0.0001536481,0.00003341639,0.00000292182,0.00002516888,0.000001498855,0.000002136438,0.000088842],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.2429182,"threshold_uncertainty_score":0.8618363,"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."}}