{"id":"W4386568642","doi":"10.29173/pathfinder69","title":"Talks and Transformation","year":2023,"lang":"en","type":"article","venue":"Pathfinder A Canadian Journal for Information Science Students and Early Career Professionals","topic":"Web and Library Services","field":"Computer Science","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Alberta","funders":"","keywords":"Theme (computing); Context (archaeology); Library science; Political science; Field (mathematics); Engineering ethics; Sociology; Engineering; Computer science; History; World Wide Web","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":["scholarly_communication"],"category_scores_codex":[0.001661138,0.0001058251,0.000107958,0.0006906706,0.001767042,0.002522559,0.0007815932,0.00005174392,0.000008086956],"category_scores_gemma":[0.00004809265,0.00008273654,0.00003208598,0.000868036,0.0001085641,0.01390979,0.0001001298,0.0001372949,0.00001910222],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00003390242,"about_ca_system_score_gemma":0.0008589477,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0003871899,"about_ca_topic_score_gemma":0.0002305173,"domain_scores_codex":[0.9983768,0.00002280617,0.0003222272,0.0001419804,0.0006898071,0.0004463183],"domain_scores_gemma":[0.9987843,0.00004198403,0.0001176076,0.0001210182,0.000289737,0.0006453302],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"qualitative","study_design_gemma":"observational","study_design_scores_codex":[0.00002806089,0.00002945669,0.2594236,0.000262376,0.00006947236,0.00002124548,0.2867908,0.0001348142,0.0001513072,0.1739431,0.009594867,0.2695509],"study_design_scores_gemma":[0.0008255279,0.0001195637,0.9460808,0.0001047434,0.000006065385,0.00006455398,0.006640742,0.003837298,0.00007651604,0.005387821,0.03657576,0.0002805844],"study_design_candidate":"observational","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9871861,0.0000952604,0.005616771,0.003950865,0.001295813,0.000435906,0.00003223816,0.00004966576,0.001337363],"genre_scores_gemma":[0.9979066,0.0000304142,0.0005302518,0.001306651,0.00003960675,0.0000226421,0.000006552093,0.000003215605,0.0001540827],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.6866572,"threshold_uncertainty_score":0.9998822,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.03098388164097486,"score_gpt":0.3045617067253945,"score_spread":0.2735778250844196,"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."}}