{"id":"W2211176954","doi":"10.22230/src.2015v6n4a221","title":"Social Paper: Retooling Student Consciousness","year":2015,"lang":"en","type":"article","venue":"Scholarly and Research Communication","topic":"Higher Education Practises and Engagement","field":"Social Sciences","cited_by":1,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Scholarship; Digital scholarship; Consciousness; Citizen journalism; Public relations; Political science; Sociology; Social consciousness; Digital humanities; Engineering ethics; Psychology; Engineering; Computer science; World Wide Web; Law","routes":{"ca_aff":false,"ca_fund":false,"ca_venue":true,"about_ca":false,"invisible_to_affiliation_only":true},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.01284341,0.0004263905,0.0003789273,0.001728502,0.009775389,0.01632743,0.001323689,0.003775379,0.02703623],"category_scores_gemma":[0.03408384,0.0001823096,0.000429478,0.001454938,0.03186172,0.01573103,0.01638273,0.004991973,0.002785209],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.005044483,"about_ca_system_score_gemma":0.006403144,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.001401103,"about_ca_topic_score_gemma":0.002035325,"domain_scores_codex":[0.9885226,0.008108737,0.0002057729,0.0009398,0.001581456,0.000641686],"domain_scores_gemma":[0.9672325,0.02056671,0.001149766,0.0055333,0.002684755,0.002832943],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"theoretical_or_conceptual","study_design_gemma":"qualitative","study_design_scores_codex":[0.00006560192,0.00007390481,0.001451536,0.0001708624,0.00001546229,0.0002672006,0.1880372,0.0001533844,0.0006034372,0.695353,0.05086872,0.06293966],"study_design_scores_gemma":[0.00002727744,0.00007890461,0.001009898,0.0003599068,0.00001182031,0.0002006444,0.1010103,0.000335277,0.0008050217,0.2918982,0.6042401,0.00002259651],"study_design_candidate":"qualitative","study_design_consensus":null,"genre_codex":"other","genre_gemma":"empirical","genre_scores_codex":[0.1218186,0.003978297,0.02025944,0.2324769,0.007765275,0.0001155529,0.0001808496,0.0003764976,0.6130286],"genre_scores_gemma":[0.9069329,0.00154048,0.002156639,0.01129249,0.00225875,0.00009509923,0.00007295837,0.0003337761,0.07531702],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.02703623,"threshold_uncertainty_score":0.09044516,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.3247107278464818,"score_gpt":0.52950230161053,"score_spread":0.2047915737640483,"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."}}