{"id":"W3140736179","doi":"10.29173/iasl7738","title":"The Information Search Process (the ISP) and the research essay","year":2021,"lang":"en","type":"article","venue":"IASL Annual Conference Proceedings","topic":"Educational Assessment and Pedagogy","field":"Social Sciences","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Information literacy; Set (abstract data type); Process (computing); Pedagogy; Sociology; Library science; Mathematics education; Engineering ethics; Psychology; Computer science; Engineering","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":"codex-gemma-dda1882f352a","candidate_categories":["sts","scholarly_communication"],"consensus_categories":[],"category_scores_codex":[0.005641781,0.00007872208,0.00008727817,0.00003792478,0.003428433,0.001604151,0.0005653719,0.00006670621,0.0001123823],"category_scores_gemma":[0.001309799,0.00003893199,0.00002756789,0.0006234891,0.001672708,0.001000457,0.0001484747,0.0004765311,0.00005422909],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00004768743,"about_ca_system_score_gemma":0.002033798,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0007474006,"about_ca_topic_score_gemma":0.0005545834,"domain_scores_codex":[0.9980595,0.0002073002,0.0001847719,0.0001496877,0.001004911,0.0003938613],"domain_scores_gemma":[0.9945578,0.001065765,0.00006497279,0.00008559925,0.004146949,0.00007893924],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"qualitative","study_design_gemma":"qualitative","study_design_scores_codex":[0.0000311292,0.00001104861,0.005273417,0.00001741615,0.000009315913,1.018202e-7,0.5849329,1.551505e-7,0.000002950233,0.3979687,0.002797019,0.008955842],"study_design_scores_gemma":[0.0001858621,0.00001646723,0.00592898,0.00001810721,0.000005878462,0.000002730492,0.795445,0.0001210831,0.00005825949,0.04409437,0.1540576,0.00006573708],"study_design_candidate":"qualitative","study_design_consensus":"qualitative","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.7390354,0.0002771755,0.00001969425,0.1854063,0.0001666112,0.000469052,0.000005325762,0.00002956541,0.07459089],"genre_scores_gemma":[0.9919198,0.0004812588,0.00001616041,0.0004061706,0.0003123168,0.0001257683,0.000004326416,0.000003646577,0.006730524],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.3538744,"threshold_uncertainty_score":0.9994323,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.09518231856224173,"score_gpt":0.4484637988389871,"score_spread":0.3532814802767453,"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."}}