{"id":"W4390918789","doi":"10.1515/9783111245591-024","title":"24 Apps and me: How apps are shaping my experience of the New Zealand environment and seasons 25 Fire and snow: The changing nature of seasonal work in a Canadian mountain town","year":2024,"lang":"en","type":"book-chapter","venue":"","topic":"Digital Economy and Work Transformation","field":"Social Sciences","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Snow; Work (physics); Geography; History; Archaeology; Meteorology; Engineering","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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.001285799,0.0006345045,0.0002425402,0.0008889087,0.005854028,0.01000971,0.001062837,0.001791002,0.02777573],"category_scores_gemma":[0.002241151,0.0002908918,0.0003325393,0.001983545,0.004507526,0.006667702,0.00355106,0.003250915,0.005894032],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.008773973,"about_ca_system_score_gemma":0.01824209,"about_ca_topic_candidate":true,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.4971086,"about_ca_topic_score_gemma":0.7791656,"domain_scores_codex":[0.9990302,0.0001376603,0.00002146306,0.00007989869,0.0005559424,0.0001748603],"domain_scores_gemma":[0.998956,0.0002859395,0.00003285149,0.00004287695,0.0003230391,0.0003592104],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"not_applicable","study_design_gemma":"qualitative","study_design_scores_codex":[0.00001874411,0.00003124333,0.0006867995,0.0003451035,0.000006507747,0.0005567955,0.104813,0.0001220298,0.001013523,0.06811395,0.6697633,0.1545291],"study_design_scores_gemma":[0.000001647284,0.00000584879,0.0009989786,0.0002080163,0.000003295968,0.0001078653,0.01231636,0.00002513515,0.00007137411,0.001294492,0.9849563,0.00001073395],"study_design_candidate":"qualitative","study_design_consensus":null,"genre_codex":"other","genre_gemma":"empirical","genre_scores_codex":[0.009570929,0.02239508,0.002275832,0.03614727,0.00395082,0.0001166615,0.0003213129,0.000277488,0.9249446],"genre_scores_gemma":[0.04644379,0.02725155,0.002793303,0.005112104,0.0004865162,0.0001284283,0.0002499942,0.0003391454,0.9171951],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.5028914,"threshold_uncertainty_score":0.9884301,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01096579371661847,"score_gpt":0.2117189371763807,"score_spread":0.2007531434597622,"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."}}