{"id":"W3141274059","doi":"10.29173/iasl7652","title":"Reconnaissance and Reflection","year":2021,"lang":"en","type":"article","venue":"IASL Annual Conference Proceedings","topic":"African history and culture analysis","field":"Social Sciences","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Prince Edward Island; University of British Columbia","funders":"","keywords":"Variety (cybernetics); Information literacy; Context (archaeology); Reflection (computer programming); Literacy; Process (computing); Work (physics); Sociology; Qualitative research; Engineering ethics; Pedagogy; Political science; Library science; Computer science; Geography; Engineering; Social science","routes":{"ca_aff":true,"ca_fund":false,"ca_venue":true,"about_ca":true,"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":[0.03326092,0.001691938,0.0008335642,0.003141899,0.009438189,0.01033438,0.003881245,0.003204082,0.01072223],"category_scores_gemma":[0.07079766,0.0006791775,0.001157641,0.001864183,0.02175867,0.01129791,0.01409484,0.01059732,0.003025114],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.004082723,"about_ca_system_score_gemma":0.005573328,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.003279203,"about_ca_topic_score_gemma":0.003469838,"domain_scores_codex":[0.9477719,0.03659222,0.001349449,0.005141581,0.007158866,0.001985914],"domain_scores_gemma":[0.9375256,0.03083902,0.002512802,0.01651596,0.01003288,0.002573743],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"qualitative","study_design_gemma":"qualitative","study_design_scores_codex":[0.00009433312,0.0001635635,0.001569166,0.0003277293,0.00003247963,0.0008974437,0.8032426,0.0004538891,0.004422091,0.08898803,0.01555889,0.08424982],"study_design_scores_gemma":[0.00002023885,0.0001894073,0.001269113,0.0006924222,0.00001879373,0.001339471,0.4179044,0.0007258055,0.003621952,0.03997775,0.5341445,0.00009617249],"study_design_candidate":"qualitative","study_design_consensus":"qualitative","genre_codex":"other","genre_gemma":"empirical","genre_scores_codex":[0.2036608,0.00321538,0.2457147,0.03479448,0.003560648,0.001862646,0.0002938087,0.001638502,0.5052591],"genre_scores_gemma":[0.8501387,0.001275205,0.05171709,0.004274573,0.0004420113,0.0008407122,0.0002146341,0.0009001214,0.090197],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.03326092,"threshold_uncertainty_score":0.1759027,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.03883256898904176,"score_gpt":0.3044090044580716,"score_spread":0.2655764354690298,"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."}}