{"id":"W2482876585","doi":"10.1080/00167487.2005.12094113","title":"Images in Geography — Great Expectations","year":2005,"lang":"en","type":"article","venue":"Geography","topic":"Geography Education and Pedagogy","field":"Social Sciences","cited_by":6,"is_retracted":false,"has_abstract":true,"ca_institutions":"St. Peter's Hospital","funders":"","keywords":"Lantern; The Internet; Economic geography; Sustainable development; Technological change; Geography; Data science; Multimedia; Computer science; Political science; World Wide Web; Artificial intelligence","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":[0.004521939,0.0003097494,0.0003928987,0.0009286326,0.005862431,0.01440246,0.0008053849,0.004150946,0.01464751],"category_scores_gemma":[0.01136609,0.0002146222,0.0002779398,0.0007540632,0.03258053,0.01374417,0.005493524,0.00504067,0.002564463],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.004519157,"about_ca_system_score_gemma":0.002701744,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.005645949,"about_ca_topic_score_gemma":0.004559768,"domain_scores_codex":[0.9966041,0.002002863,0.00007814992,0.0002473714,0.000748866,0.0003186831],"domain_scores_gemma":[0.9933553,0.002608601,0.0003109436,0.0006466878,0.001067895,0.002010618],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"theoretical_or_conceptual","study_design_gemma":"not_applicable","study_design_scores_codex":[0.00002602578,0.00003129394,0.0007954219,0.000101339,0.000004676693,0.0002038439,0.03926835,0.00008284776,0.0002228013,0.8195108,0.1066731,0.03307949],"study_design_scores_gemma":[0.0000114655,0.00002693588,0.001096538,0.0002619469,0.000003860659,0.0004635902,0.03180397,0.0001493319,0.00009239277,0.2785849,0.6874856,0.0000195819],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"commentary","genre_gemma":"commentary","genre_scores_codex":[0.02697462,0.02160303,0.002855612,0.500769,0.003274061,0.00003337787,0.00007455857,0.0001079199,0.4443079],"genre_scores_gemma":[0.8752336,0.01472699,0.002174889,0.04052088,0.003137876,0.00005389329,0.00008116825,0.0001768599,0.06389382],"genre_candidate":"commentary","genre_consensus":"commentary","teacher_disagreement_score":0.01464751,"threshold_uncertainty_score":0.0490008,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01866450346869045,"score_gpt":0.3331092990968965,"score_spread":0.314444795628206,"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."}}