{"id":"W2981770305","doi":"10.22329/csw.v15i1.5907","title":"Hitting the Ground Running","year":2019,"lang":"en","type":"article","venue":"Critical Social Work","topic":"Social Work Education and Practice","field":"Social Sciences","cited_by":6,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Calgary","funders":"","keywords":"Metaphor; Work (physics); Phrase; Sociology; Lexicon; Context (archaeology); Common ground; Expression (computer science); Epistemology; Political science; Public relations; Linguistics; History; Computer science; Engineering; Communication","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","insufficient_payload"],"consensus_categories":["insufficient_payload"],"category_scores_codex":[0.00137929,0.00007930284,0.0001179572,0.00001549363,0.005767534,0.000334421,0.0002782092,0.0001405422,0.007896985],"category_scores_gemma":[0.002530243,0.00006852034,0.00009645263,0.001304603,0.0005122058,0.000216455,0.00004175383,0.0003704996,0.002553159],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001132421,"about_ca_system_score_gemma":0.0001463883,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0001732874,"about_ca_topic_score_gemma":0.00002353448,"domain_scores_codex":[0.9984173,0.0004237159,0.0001548564,0.0001704431,0.0004018908,0.0004318388],"domain_scores_gemma":[0.9970027,0.002630393,0.0000455928,0.0001023982,0.0001118483,0.0001070649],"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":[0.000008601173,0.00002851977,0.004736916,0.000003495419,0.000007985015,9.18601e-7,0.02372382,1.641177e-7,0.000002782942,0.9470409,0.01348942,0.01095647],"study_design_scores_gemma":[0.00007066668,0.000005291787,0.0126888,0.000007339166,0.00001862323,2.267726e-7,0.05261275,8.298738e-7,0.000001231955,0.02089336,0.913587,0.0001139084],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":null,"genre_codex":"other","genre_gemma":"empirical","genre_scores_codex":[0.08079181,0.0001917784,0.00007962757,0.3686748,0.003159199,0.0002280386,5.908063e-7,0.0001315794,0.5467426],"genre_scores_gemma":[0.9764944,0.000004523559,0.0001635706,0.003488872,0.00232598,0.00001488755,0.000001176411,0.00001255411,0.017494],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.9261475,"threshold_uncertainty_score":0.9982235,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.04735082075155055,"score_gpt":0.4025155264915241,"score_spread":0.3551647057399736,"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."}}