{"id":"W2974700034","doi":"10.18432/ari29504","title":"A Tapestried Review of the Fully-virtual, Non-traditional (Un)conference \"MAKING shiFt HAPPEN: Female Academics Creating Personal and Professional Alchemy in the Academy,\" Co-convened by Alison Black and Rachael Dwyer","year":2019,"lang":"en","type":"review","venue":"Art/Research International A Transdisciplinary Journal","topic":"University Challenges and Reforms","field":"Social Sciences","cited_by":2,"is_retracted":false,"has_abstract":true,"ca_institutions":"Mount Saint Vincent University","funders":"","keywords":"Alchemy; Paradigm shift; Sociology; Media studies; Engineering ethics; Engineering; History; Art history; Epistemology; Philosophy","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":"codex-gemma-dda1882f352a","candidate_categories":["sts","research_integrity"],"consensus_categories":[],"category_scores_codex":[0.006393337,0.0003395459,0.0008141299,0.0003016325,0.001491854,0.0001976491,0.001693048,0.0004863631,0.0005197254],"category_scores_gemma":[0.0001727698,0.0001949618,0.0003968572,0.0004587756,0.001575337,0.0006643682,0.0003325169,0.003868073,0.00001373794],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0002739356,"about_ca_system_score_gemma":0.001289902,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0000176082,"about_ca_topic_score_gemma":0.00004620167,"domain_scores_codex":[0.9941325,0.001483176,0.0008231579,0.0004827777,0.002480992,0.0005974141],"domain_scores_gemma":[0.9976412,0.001199036,0.0005902041,0.0001340707,0.0002369026,0.0001986059],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"qualitative","study_design_gemma":"not_applicable","study_design_scores_codex":[0.0005305352,0.001889521,0.001338904,0.04211711,0.001900223,0.0002109219,0.5528102,0.000006897364,0.00004033674,0.09661129,0.02195143,0.2805927],"study_design_scores_gemma":[0.001560063,0.0003098378,0.001578286,0.1246783,0.0003101593,0.0004820752,0.05211241,0.0003872474,0.000002373036,0.003963727,0.8139402,0.0006753604],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"review","genre_gemma":"review","genre_scores_codex":[0.01527157,0.9232998,0.00004967618,0.04835865,0.0004427411,0.002251219,0.0005031813,0.00001133392,0.009811755],"genre_scores_gemma":[0.03658583,0.9612336,0.00005168738,0.0002717734,0.0004792767,0.00003247201,0.0000845141,0.00002337027,0.001237519],"genre_candidate":"review","genre_consensus":"review","teacher_disagreement_score":0.7919887,"threshold_uncertainty_score":0.9998081,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.2546572625286782,"score_gpt":0.471225459867477,"score_spread":0.2165681973387988,"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."}}