{"id":"W2892954514","doi":"10.18733/cpi29374","title":"A Subversive Role for Collaborative Inquiry in Academia Today","year":2018,"lang":"en","type":"article","venue":"Cultural and Pedagogical Inquiry","topic":"Scientific Research and Philosophical Inquiry","field":"Computer Science","cited_by":1,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Calgary","funders":"","keywords":"Governmentality; Context (archaeology); Heron; Work (physics); Sociology; Political science; Public relations; Public administration; Social science; Media studies; Engineering; Geography; Law; Politics","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":[],"consensus_categories":[],"category_scores_codex":[0.0006209818,0.0002214344,0.0002861047,0.0001141349,0.0003388777,0.0003327703,0.0008078727,0.0004910264,0.00007412859],"category_scores_gemma":[0.0003715288,0.0001468859,0.00008178045,0.0008715265,0.001407806,0.0009655032,0.0004617191,0.0006674448,0.0000935842],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0000491279,"about_ca_system_score_gemma":0.00008974834,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00001226196,"about_ca_topic_score_gemma":0.00001236712,"domain_scores_codex":[0.997734,0.0001632094,0.0003203812,0.0007695248,0.0003875809,0.0006252985],"domain_scores_gemma":[0.9984765,0.0003382256,0.0000740196,0.0002920594,0.0004280625,0.0003911303],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"theoretical_or_conceptual","study_design_gemma":"theoretical_or_conceptual","study_design_scores_codex":[0.000790524,0.0003784162,0.002536033,0.00009904017,0.00007974167,0.0000794197,0.1993865,0.00001526449,0.0255016,0.6226691,0.09607809,0.05238631],"study_design_scores_gemma":[0.005557274,0.004144068,0.0255559,0.0002423849,0.00002936829,0.0000954702,0.04424615,0.01564992,0.01775563,0.4539067,0.4306757,0.00214139],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":"theoretical_or_conceptual","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9632414,0.001660814,0.013499,0.01523752,0.001871745,0.0009892259,0.00003061312,0.0001549941,0.003314681],"genre_scores_gemma":[0.9918584,0.0001447631,0.003424441,0.001727768,0.001922268,0.0001011215,0.00002005228,0.000007735141,0.0007934514],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.3345976,"threshold_uncertainty_score":0.5989833,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.6313324745874112,"score_gpt":0.4963835778758247,"score_spread":0.1349488967115864,"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."}}