{"id":"W4378214285","doi":"10.32920/23159906.v1","title":"Understanding the Experiences, Challenges, and Professional Identities of Esports Coaches","year":2023,"lang":"en","type":"preprint","venue":"","topic":"Digital Games and Media","field":"Social Sciences","cited_by":3,"is_retracted":false,"has_abstract":true,"ca_institutions":"Toronto Metropolitan University; Queen's University","funders":"","keywords":"Identity (music); Professional development; Instinct; Sociology; Psychology; Pedagogy; Art; Aesthetics","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":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0007549042,0.00009397759,0.0001707512,0.00004839867,0.0001097104,0.00008524143,0.0002381613,0.0001336815,0.00005979273],"category_scores_gemma":[0.0001246631,0.00006006599,0.00005484069,0.00004951449,0.0008283128,0.0001017396,0.0004338111,0.0001485177,0.000002251319],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00004756271,"about_ca_system_score_gemma":0.0002566391,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.000217167,"about_ca_topic_score_gemma":0.002141606,"domain_scores_codex":[0.9989055,0.00006427264,0.0001755827,0.0002036246,0.0004750169,0.0001760345],"domain_scores_gemma":[0.9994219,0.000220765,0.0001246223,0.0001354366,0.00003233006,0.00006496215],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"qualitative","study_design_gemma":"qualitative","study_design_scores_codex":[0.000004397938,0.0000209361,0.0004804009,0.0001217918,0.00002854048,0.000005431709,0.6259792,0.00000207328,5.010862e-7,0.363783,0.001499702,0.008073991],"study_design_scores_gemma":[0.00003436377,0.000007984216,0.0008215004,0.0001829596,0.00000832444,3.676209e-7,0.923346,0.000004776238,0.00000491856,0.06547521,0.01002601,0.00008755679],"study_design_candidate":"qualitative","study_design_consensus":"qualitative","genre_codex":"other","genre_gemma":"empirical","genre_scores_codex":[0.1821696,0.008586532,0.0001578888,0.006343736,0.006322905,0.0007407751,0.00001356774,0.000179819,0.7954852],"genre_scores_gemma":[0.9041822,0.008567397,0.00002671784,0.00003009572,0.0001545709,0.00005834521,0.000004915032,0.000008065317,0.08696768],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.7220126,"threshold_uncertainty_score":0.3051953,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.3257436513924745,"score_gpt":0.3626668373700944,"score_spread":0.0369231859776199,"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."}}