{"id":"W7106483380","doi":"10.1007/978-3-032-03367-3_1","title":"Introduction","year":2025,"lang":"en","type":"book-chapter","venue":"","topic":"Autobiographical and Biographical Writing","field":"Arts and Humanities","cited_by":0,"is_retracted":false,"has_abstract":false,"ca_institutions":"Kingston Health Sciences Centre","funders":"","keywords":"Punctuation; Period (music); Interpretation (philosophy); Stylometry","routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"about_ca":false,"invisible_to_affiliation_only":false},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":["insufficient_payload"],"consensus_categories":["insufficient_payload"],"category_scores_codex":[0.0008955435,0.0008463197,0.0004820935,0.001811804,0.00151906,0.004630129,0.00166382,0.001821624,0.6893646],"category_scores_gemma":[0.002998997,0.0003019877,0.0005107168,0.001445855,0.0006010311,0.00271069,0.002820159,0.001831779,0.5951168],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001505341,"about_ca_system_score_gemma":0.00285897,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.003385696,"about_ca_topic_score_gemma":0.00513162,"domain_scores_codex":[0.9992046,0.00008850704,0.00002943194,0.0001693698,0.0004177847,0.00009042405],"domain_scores_gemma":[0.9988165,0.0001615765,0.00004063764,0.0001620087,0.0005526848,0.0002666397],"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":[0.00002527864,0.00003952218,0.0001279288,0.0001448604,0.000001872726,0.00004823701,0.0001183597,0.00007277689,0.0003124493,0.02313126,0.8283388,0.1476385],"study_design_scores_gemma":[0.000001805676,0.000004545145,0.00007493488,0.00005512046,6.744984e-7,0.00002186304,0.00003729623,0.00001198428,0.00005269803,0.002050081,0.997687,0.000001944946],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"other","genre_gemma":"other","genre_scores_codex":[0.0004131797,0.001773014,0.003462477,0.003777307,0.005226948,0.0001873552,0.003707586,0.00103141,0.9804208],"genre_scores_gemma":[0.001182103,0.00103359,0.001217166,0.0013055,0.0006831827,0.0001046551,0.002314314,0.0002587923,0.9919007],"genre_candidate":"other","genre_consensus":"other","teacher_disagreement_score":0.3106354,"threshold_uncertainty_score":0.4430836,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01485072094380305,"score_gpt":0.187393726362345,"score_spread":0.172543005418542,"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."}}