{"id":"W4402678556","doi":"10.1007/978-3-031-68686-3_2","title":"Research Context, Theoretical Influence, and Methodology","year":2024,"lang":"en","type":"book-chapter","venue":"New Directions in Islam","topic":"Participatory Visual Research Methods","field":"Social Sciences","cited_by":0,"is_retracted":false,"has_abstract":false,"ca_institutions":"University of Toronto","funders":"","keywords":"Context (archaeology); Geography; Archaeology","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":[],"consensus_categories":[],"category_scores_codex":[0.08345868,0.0009083932,0.001107642,0.003966224,0.005887775,0.01789905,0.002582294,0.002909008,0.008956702],"category_scores_gemma":[0.07871993,0.000787407,0.0002647869,0.005107399,0.04046058,0.01385727,0.005575403,0.005658894,0.001276704],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.006714651,"about_ca_system_score_gemma":0.011624,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.003138405,"about_ca_topic_score_gemma":0.006541189,"domain_scores_codex":[0.8909044,0.0972854,0.001665925,0.002943359,0.006465292,0.000735704],"domain_scores_gemma":[0.8395867,0.1488859,0.001377861,0.004638827,0.004611099,0.0008996139],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"theoretical_or_conceptual","study_design_gemma":"theoretical_or_conceptual","study_design_scores_codex":[0.00001008821,0.0000194069,0.0001756275,0.000236336,0.00000318909,0.0000338042,0.006320282,0.0000610117,0.00006651862,0.964689,0.003085412,0.02529929],"study_design_scores_gemma":[0.00001610977,0.00003054241,0.0004770884,0.001763013,0.00001202378,0.0001128347,0.0150139,0.0006732807,0.0006048133,0.8440627,0.1372159,0.0000177407],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":"theoretical_or_conceptual","genre_codex":"other","genre_gemma":"methods","genre_scores_codex":[0.01448453,0.05963582,0.2073278,0.1087043,0.004411637,0.001015633,0.000323054,0.0002023625,0.6038948],"genre_scores_gemma":[0.5791734,0.04289221,0.2479098,0.01715079,0.003729111,0.005247734,0.0003271789,0.0005988769,0.1029709],"genre_candidate":"methods","genre_consensus":null,"teacher_disagreement_score":0.08345868,"threshold_uncertainty_score":0.441377,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.7151065709368342,"score_gpt":0.6772067116034932,"score_spread":0.03789985933334095,"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."}}