{"id":"W2943081863","doi":"10.1145/3301019.3319996","title":"A Sample of One","year":2019,"lang":"en","type":"article","venue":"","topic":"Innovative Human-Technology Interaction","field":"Computer Science","cited_by":87,"is_retracted":false,"has_abstract":true,"ca_institutions":"Simon Fraser University","funders":"","keywords":"Autoethnography; Research design; Computer science; Sample (material); Data collection; Data science; Human–computer interaction; Sociology; Social science","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":[0.001962982,0.0008064259,0.001391027,0.002390255,0.007088883,0.004577033,0.00239034,0.00212205,0.1442871],"category_scores_gemma":[0.00716089,0.001078953,0.0007186079,0.002489635,0.001248556,0.002211032,0.004833482,0.00276683,0.07410168],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00240463,"about_ca_system_score_gemma":0.004910587,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.009338736,"about_ca_topic_score_gemma":0.01149739,"domain_scores_codex":[0.9973652,0.0006026985,0.0001775311,0.000528013,0.0006929704,0.0006337186],"domain_scores_gemma":[0.9954034,0.0004616836,0.0001915679,0.0006280765,0.001685645,0.001629576],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"not_applicable","study_design_scores_codex":[0.004646738,0.009878331,0.1332822,0.002295038,0.0001608252,0.01161756,0.1764401,0.0003557357,0.0109935,0.02275819,0.2252026,0.4023692],"study_design_scores_gemma":[0.0003880152,0.002369988,0.07938903,0.0008207372,0.00006525779,0.0056203,0.09950802,0.0007690524,0.002920774,0.003308475,0.8046545,0.0001858442],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"other","genre_scores_codex":[0.7586522,0.00493648,0.01966218,0.01398962,0.002461466,0.01302461,0.01396788,0.001094956,0.1722107],"genre_scores_gemma":[0.4872827,0.003479427,0.01337927,0.02528881,0.00070939,0.01239847,0.01046869,0.0006260565,0.4463672],"genre_candidate":"other","genre_consensus":null,"teacher_disagreement_score":0.1442871,"threshold_uncertainty_score":0.4826885,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02142672216266387,"score_gpt":0.2611406597077541,"score_spread":0.2397139375450902,"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."}}