{"id":"W4230974920","doi":"10.29173/iasl7565","title":"Discover - Communicate - Collaborate","year":2021,"lang":"en","type":"article","venue":"IASL Annual Conference Proceedings","topic":"Education Systems and Policy","field":"Social Sciences","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Commonwealth; Vocational education; Government (linguistics); Curriculum; State (computer science); Professional development; Public relations; Political science; Business; Pedagogy; Sociology; Computer science","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":[0.003063111,0.002279321,0.001051838,0.002085492,0.002675656,0.004906605,0.002774507,0.002694182,0.1115954],"category_scores_gemma":[0.01015094,0.001286753,0.001826933,0.001760703,0.001724347,0.01010506,0.01680376,0.003301346,0.09450334],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0008304988,"about_ca_system_score_gemma":0.002800761,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.002922884,"about_ca_topic_score_gemma":0.007110086,"domain_scores_codex":[0.9962638,0.000962445,0.0002252333,0.0007488224,0.001237721,0.0005620347],"domain_scores_gemma":[0.9946088,0.001575648,0.0002072029,0.002312874,0.0004407213,0.0008547067],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"not_applicable","study_design_gemma":"not_applicable","study_design_scores_codex":[0.001152182,0.0004244685,0.002685748,0.001009316,0.000154304,0.000545345,0.002196949,0.001598763,0.005713799,0.06425887,0.7245041,0.1957561],"study_design_scores_gemma":[0.0001253836,0.00008277599,0.0006250396,0.0001028185,0.00002289719,0.0003180363,0.0004122294,0.004488672,0.004942865,0.02926635,0.9595374,0.00007547326],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"software","genre_gemma":"other","genre_scores_codex":[0.008079302,0.000978324,0.2647538,0.003467375,0.001177605,0.001306651,0.02332666,0.4686065,0.2283038],"genre_scores_gemma":[0.1588276,0.003071978,0.3377875,0.003473613,0.0007400289,0.003125048,0.09469926,0.1498256,0.2484494],"genre_candidate":"other","genre_consensus":null,"teacher_disagreement_score":0.1115954,"threshold_uncertainty_score":0.3733237,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.05915151021772116,"score_gpt":0.3650833420277847,"score_spread":0.3059318318100636,"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."}}