{"id":"W2057278777","doi":"10.7202/1006926ar","title":"Following TRACE: The Computer Hobby Movement in Canada","year":2011,"lang":"en","type":"article","venue":"Scientia Canadensis Canadian Journal of the History of Science Technology and Medicine","topic":"History of Computing Technologies","field":"Computer Science","cited_by":4,"is_retracted":false,"has_abstract":true,"ca_institutions":"York University","funders":"","keywords":"Hobby; Movement (music); Subject (documents); TRACE (psycholinguistics); Microcomputer; Computer science; History; World Wide Web; Visual arts; Telecommunications; Art; Aesthetics","routes":{"ca_aff":true,"ca_fund":false,"ca_venue":true,"about_ca":true,"invisible_to_affiliation_only":false},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":["sts"],"consensus_categories":[],"category_scores_codex":[0.002192301,0.0001396097,0.0003182283,0.002390231,0.0005225766,0.000009626448,0.004341383,0.00006742206,0.0000134231],"category_scores_gemma":[0.0003765134,0.00008672851,0.00005246598,0.002912885,0.007781851,0.0002550475,0.0002924768,0.0004667302,2.935452e-7],"about_ca_system_candidate":true,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.003274641,"about_ca_system_score_gemma":0.02084789,"about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_topic_score_codex":0.7572458,"about_ca_topic_score_gemma":0.9701686,"domain_scores_codex":[0.9979542,0.00005170322,0.000500742,0.0002890508,0.0006897128,0.0005145135],"domain_scores_gemma":[0.9982684,0.00004873189,0.0004428179,0.0007369799,0.00022999,0.0002731385],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"not_applicable","study_design_gemma":"not_applicable","study_design_scores_codex":[0.00002028262,0.00007856959,0.1462643,0.00007137282,0.0001740253,0.001801345,0.05386601,0.0004969892,0.01070164,0.2494111,0.3819618,0.1551526],"study_design_scores_gemma":[0.003762058,0.001509736,0.3903658,0.002327355,0.0002603499,0.002114367,0.01830833,0.01041597,0.009146866,0.07756552,0.4825539,0.00166967],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9206079,0.009295966,0.00270109,0.04494163,0.02050586,0.0002603483,0.000001267674,0.00003271075,0.001653231],"genre_scores_gemma":[0.9949,0.000008744794,0.003985536,0.0008686188,0.00001794561,0.000001055045,1.625463e-8,0.000004051425,0.0002139706],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.2441016,"threshold_uncertainty_score":0.9949184,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01620803158887688,"score_gpt":0.1889806469061018,"score_spread":0.172772615317225,"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."}}