{"id":"W4205170263","doi":"10.29173/writingacrossuofa27","title":"My Reading and Writing Experiences: Snowball","year":2021,"lang":"en","type":"article","venue":"Writing across the University of Alberta","topic":"Education and Critical Thinking Development","field":"Social Sciences","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Reading (process); Snowball sampling; Psychology; Media studies; Mathematics education; Sociology; Linguistics; Philosophy","routes":{"ca_aff":false,"ca_fund":false,"ca_venue":true,"about_ca":false,"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":[0.009895288,0.0009099108,0.00117469,0.002408131,0.03172555,0.0145752,0.002073657,0.003307686,0.01202629],"category_scores_gemma":[0.03145161,0.00106152,0.0009393472,0.00201273,0.01387761,0.008637737,0.02012824,0.008528172,0.002835806],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.003910739,"about_ca_system_score_gemma":0.004126309,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.01182122,"about_ca_topic_score_gemma":0.02365165,"domain_scores_codex":[0.9849344,0.00867546,0.0004584487,0.001171667,0.002487615,0.002272278],"domain_scores_gemma":[0.9833549,0.005876708,0.001681478,0.001302919,0.002401516,0.005382567],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"qualitative","study_design_gemma":"not_applicable","study_design_scores_codex":[0.0000603105,0.00005582199,0.001860599,0.00005283709,0.000008979337,0.001284829,0.9736134,0.00001061224,0.0003872771,0.001949196,0.01097067,0.009745423],"study_design_scores_gemma":[0.00001097345,0.00007335869,0.002665196,0.0001861986,0.000007658826,0.0008204568,0.897269,0.00002581493,0.0001836744,0.001799316,0.09693173,0.00002672293],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"other","genre_scores_codex":[0.8368652,0.00281553,0.002159328,0.02452463,0.002091024,0.0002845961,0.0002184414,0.0002774173,0.1307639],"genre_scores_gemma":[0.9439816,0.001173923,0.0009387942,0.005646345,0.0003320553,0.0002583555,0.0001628192,0.0003090409,0.04719698],"genre_candidate":"other","genre_consensus":null,"teacher_disagreement_score":0.03172555,"threshold_uncertainty_score":0.05233192,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02200157594399386,"score_gpt":0.2982044564664338,"score_spread":0.27620288052244,"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."}}