{"id":"W3121781752","doi":"10.32865/fire201952169","title":"\"This is far more complex than I could have ever imagined","year":2019,"lang":"en","type":"article","venue":"FIRE Forum for International Research in Education","topic":"Teacher Education and Leadership Studies","field":"Social Sciences","cited_by":2,"is_retracted":false,"has_abstract":true,"ca_institutions":"Simon Fraser University","funders":"","keywords":"Psychology; Computer science","routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"about_ca":false,"invisible_to_affiliation_only":false},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.009957399,0.0005416797,0.0005389333,0.0007318789,0.01331158,0.008015064,0.002754736,0.005600774,0.009775333],"category_scores_gemma":[0.01507901,0.0005537756,0.0004128855,0.001109841,0.01652353,0.01357011,0.008705511,0.008173896,0.00198763],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.002371883,"about_ca_system_score_gemma":0.00830853,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.02200692,"about_ca_topic_score_gemma":0.04161327,"domain_scores_codex":[0.9873761,0.007231296,0.0003783963,0.0009832277,0.002532357,0.001498541],"domain_scores_gemma":[0.9901963,0.004102803,0.001511863,0.0009569823,0.00178453,0.001447457],"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":[0.00003006016,0.0001081199,0.01585362,0.0003619111,0.00002386738,0.001458855,0.6271019,0.00006844399,0.000998567,0.2516254,0.07296447,0.02940492],"study_design_scores_gemma":[0.000007682749,0.0000240807,0.005277271,0.0004626884,0.000008925779,0.000988418,0.8309559,0.00008547631,0.0002258061,0.02949701,0.132424,0.00004284252],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"commentary","genre_gemma":"other","genre_scores_codex":[0.2194394,0.002798218,0.02749428,0.5773627,0.006669421,0.0002736744,0.0003329611,0.0001903647,0.165439],"genre_scores_gemma":[0.7845298,0.001836347,0.009965111,0.1493752,0.0007263873,0.0004343289,0.0002075992,0.0001468921,0.05277826],"genre_candidate":"other","genre_consensus":null,"teacher_disagreement_score":0.02200692,"threshold_uncertainty_score":0.05266041,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.2763021041943021,"score_gpt":0.5381276200003055,"score_spread":0.2618255158060034,"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."}}