{"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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.005648581,0.0009963072,0.0005486641,0.002072093,0.01851878,0.01726834,0.002091287,0.004684848,0.1815086],"category_scores_gemma":[0.01592645,0.0004311255,0.0008744606,0.001951972,0.007009515,0.01223964,0.01547695,0.0112373,0.05810624],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.008226546,"about_ca_system_score_gemma":0.008793257,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.01091742,"about_ca_topic_score_gemma":0.01513661,"domain_scores_codex":[0.9936143,0.001695444,0.0001370935,0.0006650328,0.002171742,0.001716494],"domain_scores_gemma":[0.9945972,0.0009953598,0.0001584272,0.0004748793,0.001297605,0.00247656],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"not_applicable","study_design_gemma":"not_applicable","study_design_scores_codex":[0.00003302682,0.00003662565,0.0001259077,0.00005686872,0.000002731159,0.00011396,0.01357885,0.00003204976,0.0002162308,0.152251,0.8003518,0.03320098],"study_design_scores_gemma":[0.000001644031,0.000003528776,0.00006803939,0.00003723746,5.801049e-7,0.00001755206,0.004517048,0.000008353101,0.00003302329,0.004100082,0.9912089,0.000003933019],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"other","genre_gemma":"other","genre_scores_codex":[0.002920736,0.004659662,0.002073751,0.1599544,0.05894729,0.0001227276,0.0003417212,0.000556341,0.7704235],"genre_scores_gemma":[0.03925709,0.002373455,0.0007739072,0.0245748,0.006006644,0.0001631925,0.0003203575,0.0006755277,0.925855],"genre_candidate":"other","genre_consensus":"other","teacher_disagreement_score":0.1815086,"threshold_uncertainty_score":0.6072068,"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."}}