{"id":"W7033304370","doi":"","title":"Profiling employers involved in Apprenticeship Trailblazer groups","year":2022,"lang":"en","type":"report","venue":"Warwick Research Archive Portal (University of Warwick)","topic":"Chemistry and Stereochemistry Studies","field":"Chemistry","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Representativeness heuristic; Apprenticeship; Profiling (computer programming); Representation (politics); Quarter (Canadian coin); Workplace learning; Benchmarking; Set (abstract data type)","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","research_integrity","insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.00256322,0.0007631779,0.001506896,0.0006584245,0.0008245623,0.00005376282,0.002290883,0.0005987725,0.01118288],"category_scores_gemma":[0.000985176,0.0009878261,0.0007962131,0.0009427223,0.001813753,0.0002577923,0.002781548,0.0047777,0.00003233008],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0007563031,"about_ca_system_score_gemma":0.002573096,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.003530815,"about_ca_topic_score_gemma":0.003000745,"domain_scores_codex":[0.9916642,0.0002821283,0.0009062079,0.001822018,0.003677235,0.001648184],"domain_scores_gemma":[0.9957361,0.000846105,0.0007640062,0.001437339,0.0006977617,0.0005187092],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"qualitative","study_design_scores_codex":[0.005617665,0.00600527,0.3410464,0.05965693,0.006152614,0.02201745,0.03673892,0.0003414463,0.2482517,0.0006493373,0.2615287,0.01199363],"study_design_scores_gemma":[0.0145987,0.001074675,0.0164673,0.007799002,0.001534168,0.0006973472,0.5534404,0.001578835,0.06066192,0.01094905,0.3215631,0.009635582],"study_design_candidate":"qualitative","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.512962,0.001288595,0.00002923244,0.0001434235,0.0001913531,0.0004900474,0.002028801,0.0001370069,0.4827295],"genre_scores_gemma":[0.953608,0.002870031,0.0007446517,0.00000756961,0.0004370364,0.00002933416,0.005270007,0.0001429079,0.03689041],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.5167015,"threshold_uncertainty_score":0.9992572,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.09909120012768552,"score_gpt":0.3152288374886221,"score_spread":0.2161376373609366,"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."}}