{"id":"W2566537306","doi":"10.3390/philosophies2010002","title":"The Alphabet Effect Re-Visited, McLuhan Reversals and Complexity Theory","year":2017,"lang":"en","type":"article","venue":"Philosophies","topic":"Media, Communication, and Education","field":"Social Sciences","cited_by":2,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Toronto","funders":"","keywords":"Alphabet; Space (punctuation); Reductionism; Epistemology; Information theory; Mathematics; Philosophy; Linguistics; Computer science","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":[0.001259148,0.0003105542,0.0004227621,0.001670892,0.001479205,0.002806947,0.0005495216,0.001083357,0.002760475],"category_scores_gemma":[0.003260439,0.0002060396,0.0006188555,0.0007709016,0.0116265,0.006111837,0.00211003,0.002548276,0.0003951242],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.003292658,"about_ca_system_score_gemma":0.001161254,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.002334904,"about_ca_topic_score_gemma":0.001508449,"domain_scores_codex":[0.9991085,0.0002870871,0.00005663338,0.0002114027,0.0002511791,0.0000852868],"domain_scores_gemma":[0.9983972,0.0009568742,0.0001486179,0.0002329432,0.0001984455,0.00006593503],"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":[0.000007406472,0.000003599207,0.0001061073,0.0000300324,0.000002966362,0.00003057005,0.0003050442,0.0005001868,0.0001123394,0.9940818,0.0005596231,0.004260369],"study_design_scores_gemma":[0.000005034761,0.000007599203,0.0001764424,0.0000174687,0.000003508942,0.00003690203,0.00007324637,0.0008050707,0.0002029904,0.9867373,0.01192738,0.00000701198],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":"theoretical_or_conceptual","genre_codex":"other","genre_gemma":"empirical","genre_scores_codex":[0.1256402,0.04078516,0.2085788,0.03645967,0.001783085,0.0001231714,0.0002691561,0.0003421702,0.5860186],"genre_scores_gemma":[0.9622203,0.004020904,0.01605916,0.001851911,0.0004689681,0.0000813289,0.00005345356,0.0000676223,0.01517641],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.003292658,"threshold_uncertainty_score":0.02389008,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.1214643532305207,"score_gpt":0.3961076013610507,"score_spread":0.2746432481305299,"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."}}