{"id":"W1565746779","doi":"10.22230/cjc.2014v39n4a2920","title":"When Technocultures Collide: Innovation from Below and the Struggle for Autonomy.","year":2014,"lang":"en","type":"article","venue":"Canadian Journal of Communication","topic":"Innovative Approaches in Technology and Social Development","field":"Business, Management and Accounting","cited_by":7,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Toronto","funders":"","keywords":"Autonomy; Political science; Sociology; Advertising; Business; Law","routes":{"ca_aff":true,"ca_fund":false,"ca_venue":true,"about_ca":false,"invisible_to_affiliation_only":false},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":["sts"],"consensus_categories":[],"category_scores_codex":[0.009206033,0.0005158704,0.0004340723,0.003689253,0.01554365,0.02778251,0.001429508,0.003933987,0.007094721],"category_scores_gemma":[0.02638459,0.0005367885,0.0004187243,0.002640994,0.04314351,0.01932656,0.02403525,0.004799157,0.0009304176],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.002971925,"about_ca_system_score_gemma":0.004252335,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.002418125,"about_ca_topic_score_gemma":0.003910477,"domain_scores_codex":[0.9862812,0.007525901,0.0003370129,0.001236897,0.002335937,0.00228317],"domain_scores_gemma":[0.9741445,0.01328871,0.003371557,0.003627926,0.001580521,0.003986776],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"qualitative","study_design_gemma":"qualitative","study_design_scores_codex":[0.0001258147,0.00008805619,0.01819386,0.0001287771,0.00004728038,0.001882917,0.637347,0.0003146246,0.0025229,0.2911174,0.006402318,0.04182902],"study_design_scores_gemma":[0.0000240501,0.00009305462,0.01682518,0.0003185039,0.00003506304,0.001018307,0.6671805,0.0008435347,0.001298135,0.2100853,0.1021655,0.0001127937],"study_design_candidate":"qualitative","study_design_consensus":"qualitative","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.6388114,0.001428338,0.01871191,0.0245719,0.0008799658,0.00007754632,0.00006476118,0.0002204245,0.3152337],"genre_scores_gemma":[0.9949614,0.0001267729,0.0007678033,0.0004871427,0.00007457616,0.0000213951,0.00001322112,0.00006111427,0.003486512],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.9844564,"threshold_uncertainty_score":0.04868668,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01849558293260044,"score_gpt":0.2174882421307968,"score_spread":0.1989926591981964,"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."}}