{"id":"W2296057266","doi":"10.14288/1.0078194","title":"Exploring summary writing by introspection","year":2009,"lang":"en","type":"article","venue":"cIRcle (University of British Columbia)","topic":"Education and Critical Thinking Development","field":"Social Sciences","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Introspection; Epistemology; Computer science; Philosophy","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":[],"consensus_categories":[],"category_scores_codex":[0.008312936,0.0008951131,0.0004183193,0.003284121,0.001306087,0.006264017,0.001289687,0.0008398371,0.002269013],"category_scores_gemma":[0.04404306,0.0003739677,0.0004312803,0.001393153,0.002572964,0.00419129,0.003992056,0.001503022,0.0006851138],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001000652,"about_ca_system_score_gemma":0.001136911,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0004738846,"about_ca_topic_score_gemma":0.0007702297,"domain_scores_codex":[0.9911807,0.005278624,0.000481977,0.001010081,0.001644574,0.0004041057],"domain_scores_gemma":[0.9502106,0.03454774,0.004850119,0.003930108,0.005418746,0.001042689],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"qualitative","study_design_gemma":"qualitative","study_design_scores_codex":[0.0001616277,0.0001851698,0.02703426,0.0006506331,0.00005979097,0.001539587,0.7132211,0.0004608325,0.01403155,0.01503147,0.002805637,0.2248184],"study_design_scores_gemma":[0.0001102177,0.001625884,0.08912165,0.001921298,0.0001927959,0.005910427,0.6091419,0.01240624,0.02677104,0.05617599,0.1963354,0.0002870901],"study_design_candidate":"qualitative","study_design_consensus":"qualitative","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.8519546,0.001462228,0.09053139,0.001206208,0.0001921191,0.0002832267,0.0002112234,0.000759969,0.05339885],"genre_scores_gemma":[0.9639693,0.0006395216,0.02933733,0.000320992,0.0001020972,0.0001546574,0.0002845719,0.0001711043,0.00502057],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.008312936,"threshold_uncertainty_score":0.04396355,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.03018345849464504,"score_gpt":0.2282485236246675,"score_spread":0.1980650651300224,"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."}}