{"id":"W7094673640","doi":"","title":"9780776640068.pdf","year":2023,"lang":"en","type":"other","venue":"OAPEN (The OAPEN Foundation)","topic":"Digital Humanities and Scholarship","field":"Arts and Humanities","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Thematic map; Work (physics); Thematic analysis; Agency (philosophy); Theme (computing)","routes":{"ca_aff":false,"ca_fund":false,"ca_venue":false,"about_ca":true,"invisible_to_affiliation_only":true},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":["insufficient_payload"],"consensus_categories":["insufficient_payload"],"category_scores_codex":[0.001273028,0.0007231365,0.0005643987,0.003229643,0.00346477,0.01214905,0.001618828,0.002276226,0.863916],"category_scores_gemma":[0.00409976,0.0004518903,0.0004484911,0.006017067,0.001436857,0.003637976,0.003672895,0.001589708,0.7315999],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.006079268,"about_ca_system_score_gemma":0.009615494,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.1736966,"about_ca_topic_score_gemma":0.2806738,"domain_scores_codex":[0.9988053,0.00007662707,0.00004008859,0.0001168363,0.0007453526,0.0002158151],"domain_scores_gemma":[0.9967747,0.0003557906,0.00008676834,0.0003005976,0.001529906,0.0009523029],"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":[0.00001916778,0.00001535803,0.000162296,0.0001651382,0.000002376094,0.00004036482,0.0001648652,0.00005804142,0.0002519858,0.01178879,0.8198912,0.1674403],"study_design_scores_gemma":[0.000002279848,0.000002372207,0.000327383,0.00007138427,9.788697e-7,0.00001995258,0.0001002689,0.00002671211,0.00006937102,0.0005443234,0.9988305,0.000004413645],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"other","genre_gemma":"other","genre_scores_codex":[0.0002117067,0.0005075445,0.0005482215,0.0009245138,0.0004216382,0.00003238541,0.003420462,0.0006842545,0.9932493],"genre_scores_gemma":[0.001223263,0.0005477334,0.0003546021,0.0001479831,0.00005353139,0.00002084513,0.001623721,0.0003913786,0.995637],"genre_candidate":"other","genre_consensus":"other","teacher_disagreement_score":0.1736966,"threshold_uncertainty_score":0.3453712,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.05073531433471883,"score_gpt":0.2469031712031513,"score_spread":0.1961678568684325,"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."}}