{"id":"W2967975691","doi":"10.1177/0261927x19867364","title":"Flow Experiences and Willingness to Communicate: Connecting Scottish Gaelic Language and Traditional Music","year":2019,"lang":"en","type":"article","venue":"Journal of Language and Social Psychology","topic":"Flow Experience in Various Fields","field":"Psychology","cited_by":23,"is_retracted":false,"has_abstract":true,"ca_institutions":"Cape Breton University","funders":"Social Sciences and Humanities Research Council of Canada; University of Waterloo","keywords":"Willingness to communicate; Psychology; Competence (human resources); Perception; Social psychology; Personality; Linguistics","routes":{"ca_aff":true,"ca_fund":true,"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":["insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.0004748819,0.0001414366,0.0003613486,0.0001160715,0.0001788195,0.00006184338,0.0002237194,0.0002221098,0.0009735797],"category_scores_gemma":[0.00005534934,0.00012974,0.00005328388,0.000114534,0.000209016,0.0001457585,0.00006191868,0.0004281259,0.00001312107],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0000123359,"about_ca_system_score_gemma":0.00001605662,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0001165588,"about_ca_topic_score_gemma":0.00006030269,"domain_scores_codex":[0.998794,0.0002012767,0.0003588325,0.0002366684,0.0001498289,0.0002594579],"domain_scores_gemma":[0.9992229,0.0002515884,0.0001979539,0.0001647683,0.00004983961,0.0001129157],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"qualitative","study_design_gemma":"qualitative","study_design_scores_codex":[0.0002027655,0.0001066948,0.004011758,0.00001824712,0.00007351557,0.0002250692,0.9430162,9.630819e-7,0.005269834,0.0009042009,0.002327348,0.04384339],"study_design_scores_gemma":[0.003097025,0.001372641,0.05997067,0.00008102413,0.00004706085,0.00299429,0.9272987,0.00004979902,0.0001273846,0.0005453979,0.003968718,0.0004472927],"study_design_candidate":"qualitative","study_design_consensus":"qualitative","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9911426,0.003307568,0.0001294195,0.001354305,0.001072012,0.0001230895,0.000007964327,0.00001546306,0.002847613],"genre_scores_gemma":[0.9953547,0.00004625292,0.0008467466,0.003149748,0.0004744106,0.000009069443,0.000002919272,0.00001693543,0.0000991953],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.05595891,"threshold_uncertainty_score":0.9999397,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.05134321013787858,"score_gpt":0.3585666869642518,"score_spread":0.3072234768263732,"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."}}