{"id":"W4380227795","doi":"10.1515/9780773592001-010","title":"Thinking about Technology (A public “University Lecture,” University of Toronto, 2004)","year":2014,"lang":"en","type":"book-chapter","venue":"McGill-Queen's University Press eBooks","topic":"Information Systems Theories and Implementation","field":"Social Sciences","cited_by":0,"is_retracted":false,"has_abstract":false,"ca_institutions":"","funders":"","keywords":"Public university; Media studies; Mathematics education; Library science; Sociology; Psychology; Political science; Computer science; Public administration","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":["metaepi_narrow","sts"],"consensus_categories":[],"category_scores_codex":[0.0005356156,0.0003123963,0.0005061217,0.0003082194,0.002058383,0.0000475871,0.001117032,0.0007914741,0.0005831044],"category_scores_gemma":[0.00002788027,0.0004166555,0.0002448375,0.00004544861,0.0007163941,0.000545451,0.0004764481,0.0003529556,0.00001821268],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00133592,"about_ca_system_score_gemma":0.0002462673,"about_ca_topic_candidate":true,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.02808541,"about_ca_topic_score_gemma":0.000650642,"domain_scores_codex":[0.9980505,0.0002082638,0.0002658677,0.0003933275,0.0006301549,0.0004519396],"domain_scores_gemma":[0.997775,0.000094762,0.0008205133,0.0004737652,0.0006576451,0.0001783611],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"theoretical_or_conceptual","study_design_gemma":"not_applicable","study_design_scores_codex":[0.00006290808,0.00000631299,0.00001286002,0.00005758184,0.0001485983,0.00001763765,0.002721058,0.000005187274,0.000002612948,0.9895517,0.002465711,0.004947838],"study_design_scores_gemma":[0.0006694252,0.00006283541,0.000008106563,0.0001056941,0.0001363251,8.933209e-7,0.007012593,0.000005528714,0.00003094691,0.00202617,0.9895518,0.0003896167],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"other","genre_gemma":"other","genre_scores_codex":[0.00002016184,0.000007206293,0.003011621,0.0003092949,0.0002980151,0.0005345246,0.0003486069,0.0002648233,0.9952058],"genre_scores_gemma":[0.0289436,0.0004688292,0.0003918072,0.00006525285,0.00009760646,9.920368e-8,0.00007987135,0.00002849908,0.9699244],"genre_candidate":"other","genre_consensus":"other","teacher_disagreement_score":0.9875255,"threshold_uncertainty_score":0.9998285,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01513528506914243,"score_gpt":0.2256005936402315,"score_spread":0.210465308571089,"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."}}