{"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":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0002578401,0.00007686818,0.0001261746,0.00003326512,0.0005685251,0.0001400925,0.00009250756,0.00008388013,0.0004431412],"category_scores_gemma":[0.0003004879,0.00007724889,0.00003600388,0.0003777091,0.0002435514,0.0005014937,0.00002724081,0.0001206445,0.00002723082],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00004734991,"about_ca_system_score_gemma":0.000141876,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0001385712,"about_ca_topic_score_gemma":0.0004980318,"domain_scores_codex":[0.9992291,0.00002351801,0.000110957,0.000263311,0.0001842861,0.0001888638],"domain_scores_gemma":[0.9989599,0.00001563101,0.0000649999,0.00003942161,0.0008064791,0.0001135765],"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":[0.00001915994,0.00003920457,0.00932645,0.00002159671,0.00003335622,0.00000859088,0.88232,8.625165e-8,0.00134033,0.07357096,0.0187226,0.01459768],"study_design_scores_gemma":[0.00009369879,0.00003252996,0.001169852,0.00002792647,0.00003614198,0.000007665547,0.3862051,0.000009821056,0.0006516374,0.00719708,0.6043806,0.0001879297],"study_design_candidate":"qualitative","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.7197445,0.0006243688,0.000140505,0.003862124,0.00014431,0.00007180012,0.000004510081,0.0001267477,0.2752811],"genre_scores_gemma":[0.9726046,0.0002130421,0.0002277615,0.0003155389,0.0001710366,0.000009357002,0.000001487028,0.000004082123,0.02645312],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.585658,"threshold_uncertainty_score":0.4852085,"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."}}