{"id":"W3156860806","doi":"10.29173/pathfinder45","title":"Theory and Practice","year":2021,"lang":"en","type":"article","venue":"Pathfinder A Canadian Journal for Information Science Students and Early Career Professionals","topic":"Library Science and Administration","field":"Social Sciences","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Alberta","funders":"","keywords":"Pandemic; Practice theory; Engineering ethics; Sociology; Coronavirus disease 2019 (COVID-19); Library science; Political science; Epistemology; Computer science; Medicine; Philosophy; Social science; Engineering","routes":{"ca_aff":true,"ca_fund":false,"ca_venue":true,"about_ca":false,"invisible_to_affiliation_only":false},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":["sts","scholarly_communication"],"consensus_categories":[],"category_scores_codex":[0.007335106,0.00007282988,0.00008477861,0.0002316454,0.004229382,0.002781602,0.0003013879,0.00005662108,0.00007196858],"category_scores_gemma":[0.003424364,0.0000605989,0.00002648133,0.0004833187,0.0005671715,0.01248529,0.00004613308,0.0001370905,0.000006551908],"about_ca_system_candidate":true,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00006668758,"about_ca_system_score_gemma":0.006279198,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.001018311,"about_ca_topic_score_gemma":0.001745951,"domain_scores_codex":[0.9981242,0.0001943981,0.0002489654,0.0001331557,0.0009012452,0.0003980208],"domain_scores_gemma":[0.9977407,0.0003098591,0.000144691,0.00007470585,0.000907284,0.0008227623],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"theoretical_or_conceptual","study_design_gemma":"not_applicable","study_design_scores_codex":[0.00005587718,0.00003708338,0.1194471,0.00002445381,0.00003020602,0.00002843267,0.3532139,0.000003746658,0.00008612106,0.475563,0.004336112,0.047174],"study_design_scores_gemma":[0.0006128842,0.00009998807,0.2833286,0.0001000022,0.00002245252,0.0001262161,0.3310686,0.000008376028,0.00008104249,0.01438394,0.3698817,0.0002861731],"study_design_candidate":"qualitative","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9510044,0.000438634,0.0009088273,0.01562748,0.002330151,0.000511787,0.00004308515,0.00001586762,0.02911972],"genre_scores_gemma":[0.9938158,0.00007188445,0.0005848641,0.004034107,0.000111055,0.00001019997,0.000003442741,0.000002411438,0.001366257],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.461179,"threshold_uncertainty_score":0.9993543,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.05395606614709268,"score_gpt":0.3920881588860178,"score_spread":0.3381320927389251,"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."}}