{"id":"W3200646043","doi":"10.7202/1097582ar","title":"Contextualizing Marshall McLuhan","year":2023,"lang":"en","type":"article","venue":"New Explorations","topic":"Media, Communication, and Education","field":"Social Sciences","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Mysticism; Reflexive pronoun; Poetry; Context (archaeology); The Renaissance; Literature; Philosophy; Art history; Art; Sociology; History; Archaeology","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":"codex-gemma-dda1882f352a","candidate_categories":["insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.0003851676,0.00004967707,0.00006151105,0.0001065311,0.0007645795,0.00009462209,0.0002416563,0.00004957111,0.0004001523],"category_scores_gemma":[0.0005749158,0.00005576398,0.00002984177,0.0006957731,0.00007155132,0.0004142492,0.00002490434,0.00006865084,0.002219768],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00005727064,"about_ca_system_score_gemma":0.0005007131,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.002222433,"about_ca_topic_score_gemma":0.01372176,"domain_scores_codex":[0.9991918,0.0001564665,0.0001409994,0.0001095403,0.0002089808,0.0001922034],"domain_scores_gemma":[0.9992209,0.0002195462,0.00004542102,0.0002703448,0.00009611237,0.0001476962],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"qualitative","study_design_gemma":"not_applicable","study_design_scores_codex":[0.000001523639,0.00003296139,0.001107635,0.000003352699,0.000008534249,3.641085e-7,0.3527502,0.0000267947,0.0002474794,0.2787911,0.3487622,0.01826791],"study_design_scores_gemma":[0.0001349687,0.0000105235,0.00280945,0.00001683458,0.000008963797,1.467018e-7,0.1134078,0.0001177051,0.00005158974,0.03638468,0.8469422,0.0001151835],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"other","genre_gemma":"empirical","genre_scores_codex":[0.1504813,0.0007561382,0.01107902,0.1952045,0.005346665,0.001136425,0.00001787736,0.002286158,0.633692],"genre_scores_gemma":[0.96208,0.001272124,0.001229405,0.0004879459,0.001197291,0.0000677799,0.0001919712,0.00001394948,0.03345953],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.8115987,"threshold_uncertainty_score":0.9985571,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.2241323830941848,"score_gpt":0.421524916057755,"score_spread":0.1973925329635701,"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."}}