{"id":"W6923260421","doi":"10.1371/journal.pone.0290230.t001","title":"Characteristics of the analytic sample of teachers in British Columbia, Canada (&lt;i&gt;N&lt;/i&gt; = 1,276).","year":2023,"lang":"en","type":"dataset","venue":"Figshare","topic":"Chemistry and Stereochemistry Studies","field":"Chemistry","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Sample (material); Statistical analysis; Large sample; Data collection","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","insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.00007412129,0.000350452,0.0009543305,0.00002157989,0.0001131912,0.00008093595,0.001243871,0.0005036038,0.04610273],"category_scores_gemma":[0.005529392,0.0004919167,0.000268899,0.0003772604,0.00006902944,0.00003184113,0.0006728863,0.000675213,0.00003474019],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0003679954,"about_ca_system_score_gemma":0.001146078,"about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_topic_score_codex":0.4088207,"about_ca_topic_score_gemma":0.9608762,"domain_scores_codex":[0.9973605,0.00002661595,0.0009036458,0.0005654038,0.0006648914,0.0004789701],"domain_scores_gemma":[0.9970174,0.0006141332,0.0008590788,0.001176387,0.0002201995,0.0001128048],"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":[0.000004354916,0.0000624058,0.0007266683,0.00616659,0.0001755524,0.00009253566,0.00002312492,0.000001357052,0.001012231,1.039238e-8,0.9915809,0.0001542519],"study_design_scores_gemma":[0.0003163845,0.000005711259,0.008187711,0.007668372,0.000116298,0.00001560052,0.00007642555,0.000005244277,0.002028915,0.000003696159,0.98109,0.0004856313],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"dataset","genre_gemma":"dataset","genre_scores_codex":[0.01337526,0.000357233,3.261816e-9,0.00001822085,0.00009586784,0.0001191495,0.9854786,0.00002274783,0.0005329306],"genre_scores_gemma":[0.01071698,0.00007911978,0.000001987816,0.00002698455,0.0002072209,0.000114355,0.9840014,0.00004234368,0.004809603],"genre_candidate":"dataset","genre_consensus":"dataset","teacher_disagreement_score":0.5520554,"threshold_uncertainty_score":0.9997532,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01733817541382461,"score_gpt":0.2193832155121853,"score_spread":0.2020450400983607,"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."}}