{"id":"W2981168987","doi":"10.3167/sa.2019.630306","title":"Think Pieces in Analytics","year":2019,"lang":"en","type":"article","venue":"Social Analysis","topic":"Anthropology: Ethics, History, Culture","field":"Social Sciences","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Toronto","funders":"","keywords":"Mirroring; Scope (computer science); Epistemology; Sociology; Publication; Ethnography; Analytics; Politics; Action (physics); Engineering ethics; Interface (matter); Space (punctuation); Process (computing); Data science; Computer science; Political science; Law; Anthropology; Engineering","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":[0.0160707,0.001637424,0.0007770712,0.004464862,0.004832255,0.0251139,0.002115379,0.003935507,0.04748286],"category_scores_gemma":[0.06049769,0.0006952042,0.001510063,0.004016873,0.01226376,0.02532243,0.009904523,0.006315914,0.01357748],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.002447386,"about_ca_system_score_gemma":0.004445506,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0009234366,"about_ca_topic_score_gemma":0.00117881,"domain_scores_codex":[0.9831439,0.01075143,0.001081228,0.001676252,0.00276115,0.0005860849],"domain_scores_gemma":[0.9443696,0.04117245,0.001442884,0.007664138,0.003721253,0.001629687],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"theoretical_or_conceptual","study_design_gemma":"theoretical_or_conceptual","study_design_scores_codex":[0.0001155639,0.00005880333,0.0005606306,0.001092224,0.00006291925,0.0003864907,0.0580035,0.000605019,0.001107883,0.6623428,0.1782227,0.09744138],"study_design_scores_gemma":[0.00001727361,0.00002422995,0.0001333774,0.000775867,0.00001531252,0.0001265364,0.01525593,0.0008113123,0.0003818738,0.3059285,0.6765069,0.00002288443],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":"theoretical_or_conceptual","genre_codex":"methods","genre_gemma":"commentary","genre_scores_codex":[0.01000874,0.01468425,0.4622521,0.1963941,0.02281163,0.0009067713,0.00254649,0.00621793,0.284178],"genre_scores_gemma":[0.2495349,0.01587177,0.4609831,0.04169099,0.02068515,0.002965315,0.005284471,0.01153215,0.1914521],"genre_candidate":"commentary","genre_consensus":null,"teacher_disagreement_score":0.04748286,"threshold_uncertainty_score":0.1588461,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.03454742060545896,"score_gpt":0.3642359841590297,"score_spread":0.3296885635535708,"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."}}