{"id":"W4242434385","doi":"10.32920/14636283","title":"The spiral structure of Marshall McLuhan’s thinking","year":2021,"lang":"en","type":"preprint","venue":"","topic":"Media, Communication, and Education","field":"Social Sciences","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Toronto; Toronto Metropolitan University","funders":"","keywords":"Spiral (railway); Hegelianism; Feeling; Content (measure theory); Aesthetics; Sociology; Philosophy; Epistemology; Engineering; Mathematics","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":[0.002617334,0.0003075357,0.0001755148,0.00219681,0.002398967,0.006195382,0.0005668806,0.0009676453,0.003264087],"category_scores_gemma":[0.008538532,0.0002334673,0.0003205421,0.001332293,0.01928284,0.005769769,0.002293102,0.001706451,0.00046568],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.008649779,"about_ca_system_score_gemma":0.004242683,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.006983513,"about_ca_topic_score_gemma":0.005032161,"domain_scores_codex":[0.9981666,0.001007675,0.00004967538,0.0002042522,0.0003864204,0.0001854941],"domain_scores_gemma":[0.9961934,0.00210259,0.0004274774,0.000446614,0.0005501268,0.0002797578],"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":[0.000008321256,0.000004059791,0.0002829902,0.00001254474,0.000001406107,0.00002425684,0.004510182,0.0003060551,0.00006752407,0.9890682,0.001472934,0.004241537],"study_design_scores_gemma":[0.00001320452,0.00001321109,0.0002674792,0.0000458883,0.00000257113,0.0000602755,0.002628125,0.001273168,0.0002364231,0.9437732,0.05167455,0.0000118626],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":"theoretical_or_conceptual","genre_codex":"other","genre_gemma":"empirical","genre_scores_codex":[0.1418626,0.006422165,0.1465065,0.06173981,0.0007140698,0.0001910585,0.0001388869,0.0005954016,0.6418294],"genre_scores_gemma":[0.9545694,0.001386637,0.02467526,0.0007378538,0.0001012329,0.00009324015,0.00002425773,0.00006521502,0.01834686],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.008649779,"threshold_uncertainty_score":0.06275886,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.0424874003442996,"score_gpt":0.3453004545904857,"score_spread":0.3028130542461861,"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."}}