{"id":"W4255637573","doi":"10.31124/advance.16870627","title":"Insights into the impact of the pandemic on early career researchers: the case of remote teaching","year":2021,"lang":"en","type":"preprint","venue":"","topic":"Teacher Professional Development and Motivation","field":"Social Sciences","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Pandemic; Quarter (Canadian coin); Coronavirus disease 2019 (COVID-19); China; Longitudinal study; Psychology; Geography; Political science; Pedagogy; Medical education; Sociology; Medicine","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":"metacan-v3-hybrid-931329e0061c","candidate_categories":["metaresearch"],"consensus_categories":[],"category_scores_codex":[0.02541645,0.0005020095,0.0007675589,0.001778155,0.02251747,0.009198825,0.00279273,0.004128067,0.004941212],"category_scores_gemma":[0.03089605,0.0007812544,0.0006734151,0.002201995,0.02652557,0.008168857,0.01599763,0.006763288,0.0005287981],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.01089493,"about_ca_system_score_gemma":0.01131822,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.01482564,"about_ca_topic_score_gemma":0.02499868,"domain_scores_codex":[0.9624406,0.03079635,0.0004470363,0.0008449105,0.001477694,0.003993428],"domain_scores_gemma":[0.939989,0.04655573,0.003199199,0.00183774,0.002049017,0.006369391],"domain_codex":null,"domain_gemma":"incentives","domain_candidate":"incentives","domain_consensus":null,"study_design_codex":"qualitative","study_design_gemma":"qualitative","study_design_scores_codex":[0.00002504922,0.00003398192,0.002738953,0.00008089557,0.000003862283,0.002368132,0.9869109,0.00005666697,0.0002962694,0.004065034,0.0004861886,0.002934013],"study_design_scores_gemma":[0.000004155845,0.0000234714,0.001154227,0.00007693855,0.000002382789,0.0004034765,0.9908046,0.00004021836,0.0001086379,0.0006967753,0.006677809,0.000007389719],"study_design_candidate":"qualitative","study_design_consensus":"qualitative","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9571306,0.0009682872,0.002208407,0.01972579,0.000188878,0.0001186529,0.00005490606,0.00003257907,0.01957202],"genre_scores_gemma":[0.9954698,0.0004919257,0.0006087813,0.001234364,0.0000423452,0.00005173794,0.00001316897,0.00002254655,0.002065278],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.9745836,"threshold_uncertainty_score":0.1344166,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.1614223030941235,"score_gpt":0.4261250440019735,"score_spread":0.2647027409078501,"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."}}