{"id":"W4390118979","doi":"10.1007/978-3-031-47052-3_4","title":"One-Off Contributions to the Community","year":2023,"lang":"en","type":"book-chapter","venue":"SpringerBriefs in well-being and quality of life research","topic":"Tourism, Volunteerism, and Development","field":"Social Sciences","cited_by":0,"is_retracted":false,"has_abstract":false,"ca_institutions":"University of Calgary","funders":"","keywords":"Amateur; Craft; Work (physics); Public relations; Sociology; Psychology; Political science; Engineering; Visual arts; Art; Law","routes":{"ca_aff":true,"ca_fund":false,"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":[0.006259774,0.00110468,0.0008848335,0.002941513,0.006685304,0.01680006,0.002366666,0.006334628,0.1208057],"category_scores_gemma":[0.0170389,0.0004678065,0.0006591656,0.003358814,0.006492405,0.01474429,0.01728075,0.008078948,0.03257205],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.003203596,"about_ca_system_score_gemma":0.00994411,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.002595903,"about_ca_topic_score_gemma":0.01019752,"domain_scores_codex":[0.9950746,0.001839379,0.0001386965,0.0004377548,0.00183195,0.0006775727],"domain_scores_gemma":[0.9815053,0.003690894,0.0003661311,0.001849097,0.004099251,0.00848936],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"not_applicable","study_design_gemma":"not_applicable","study_design_scores_codex":[0.00001933128,0.00006276674,0.0001228356,0.0001500949,0.000005659003,0.00007442001,0.002227459,0.00003717062,0.00009979452,0.117276,0.7945319,0.08539263],"study_design_scores_gemma":[0.000002565708,0.000004301829,0.00004290048,0.0001065988,0.000001101182,0.00003263702,0.0005812919,0.00001664042,0.00001122746,0.01130416,0.9878934,0.000003210704],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"other","genre_gemma":"other","genre_scores_codex":[0.00190421,0.0681415,0.002679279,0.1995034,0.08567955,0.00007941484,0.0001169929,0.0002233684,0.6416723],"genre_scores_gemma":[0.02074516,0.02575948,0.00150696,0.02377213,0.02273751,0.00007494539,0.0001265957,0.0003643404,0.9049129],"genre_candidate":"other","genre_consensus":"other","teacher_disagreement_score":0.1208057,"threshold_uncertainty_score":0.4041355,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.1735096606423067,"score_gpt":0.4316505570584057,"score_spread":0.2581408964160989,"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."}}